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[OUTPUT] One Class SVM - Many parameter combinations

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Jul 28th, 2016
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  1.  
  2.  
  3. Training model with parameters kernelSigma=.1, teacherNu=.1, teacherTolerance=1E-05
  4. Training complete - error is 42.99
  5. Testing outliers: I (.44) I (.44) I (.44) I (.44) I (.44) I (.44)
  6. Testing inliers: I (.88) I (.87) I (.88) I (.89)
  7.  
  8. Training model with parameters kernelSigma=.1, teacherNu=.2, teacherTolerance=1E-05
  9. Training complete - error is 85.99
  10. Testing outliers: I (.88) I (.88) I (.88) I (.88) I (.88) I (.88)
  11. Testing inliers: I (1.75) I (1.73) I (1.75) I (1.78)
  12.  
  13. Training model with parameters kernelSigma=.1, teacherNu=.3, teacherTolerance=1E-05
  14. Training complete - error is 129.68
  15. Testing outliers: I (1.32) I (1.32) I (1.32) I (1.32) I (1.32) I (1.32)
  16. Testing inliers: I (2.65) I (2.62) I (2.65) I (2.69)
  17.  
  18. Training model with parameters kernelSigma=.1, teacherNu=.4, teacherTolerance=1E-05
  19. Training complete - error is 175.97
  20. Testing outliers: I (1.8) I (1.8) I (1.8) I (1.8) I (1.8) I (1.8)
  21. Testing inliers: I (3.6) I (3.58) I (3.6) I (3.66)
  22.  
  23. Training model with parameters kernelSigma=.1, teacherNu=.5, teacherTolerance=1E-05
  24. Training complete - error is 222.39
  25. Testing outliers: I (2.28) I (2.28) I (2.28) I (2.28) I (2.28) I (2.28)
  26. Testing inliers: I (4.58) I (4.51) I (4.56) I (4.63)
  27.  
  28. Training model with parameters kernelSigma=.1, teacherNu=.6, teacherTolerance=1E-05
  29. Training complete - error is 269.2
  30. Testing outliers: I (2.76) I (2.76) I (2.76) I (2.76) I (2.76) I (2.76)
  31. Testing inliers: I (5.57) I (5.46) I (5.52) I (5.62)
  32.  
  33. Training model with parameters kernelSigma=.1, teacherNu=.7, teacherTolerance=1E-05
  34. Training complete - error is 331.8
  35. Testing outliers: I (3.49) I (3.49) I (3.49) I (3.49) I (3.49) I (3.49)
  36. Testing inliers: I (6.98) I (6.96) I (6.98) I (6.95)
  37.  
  38. Training model with parameters kernelSigma=.1, teacherNu=.8, teacherTolerance=1E-05
  39. Training complete - error is 397.83
  40. Testing outliers: I (4.26) I (4.26) I (4.26) I (4.26) I (4.26) I (4.26)
  41. Testing inliers: I (8.51) I (8.54) I (8.51) I (8.36)
  42.  
  43. Training model with parameters kernelSigma=.1, teacherNu=.9, teacherTolerance=1E-05
  44. Training complete - error is 464.17
  45. Testing outliers: I (5.03) I (5.03) I (5.03) I (5.03) I (5.03) I (5.03)
  46. Testing inliers: I (10.06) I (10.12) I (10.06) I (9.78)
  47.  
  48. Training model with parameters kernelSigma=.1, teacherNu=1, teacherTolerance=1E-05
  49. Training complete - error is 554.91
  50. Testing outliers: I (6.28) I (6.28) I (6.28) I (6.28) I (6.28) I (6.28)
  51. Testing inliers: I (12.56) I (12.33) I (12.53) I (11.63)
  52.  
  53. Training model with parameters kernelSigma=.2, teacherNu=.1, teacherTolerance=1E-05
  54. Training complete - error is 107.33
  55. Testing outliers: I (1.07) I (1.07) I (1.07) I (1.07) I (1.07) I (1.07)
  56. Testing inliers: I (2.14) I (2.24) I (2.17) I (2.19)
  57.  
  58. Training model with parameters kernelSigma=.2, teacherNu=.2, teacherTolerance=1E-05
  59. Training complete - error is 227.39
  60. Testing outliers: I (2.29) I (2.29) I (2.29) I (2.29) I (2.29) I (2.29)
  61. Testing inliers: I (4.59) I (4.78) I (4.65) I (4.69)
  62.  
  63. Training model with parameters kernelSigma=.2, teacherNu=.3, teacherTolerance=1E-05
  64. Training complete - error is 346.81
  65. Testing outliers: I (3.5) I (3.5) I (3.5) I (3.5) I (3.5) I (3.5)
  66. Testing inliers: I (7) I (7.3) I (7.09) I (7.14)
  67.  
  68. Training model with parameters kernelSigma=.2, teacherNu=.4, teacherTolerance=1E-05
  69. Training complete - error is 472.13
  70. Testing outliers: I (4.78) I (4.78) I (4.78) I (4.78) I (4.78) I (4.78)
  71. Testing inliers: I (9.56) I (9.96) I (9.69) I (9.77)
  72.  
  73. Training model with parameters kernelSigma=.2, teacherNu=.5, teacherTolerance=1E-05
  74. Training complete - error is 603.44
  75. Testing outliers: I (6.14) I (6.14) I (6.14) I (6.14) I (6.14) I (6.14)
  76. Testing inliers: I (12.27) I (12.76) I (12.45) I (12.57)
  77.  
  78. Training model with parameters kernelSigma=.2, teacherNu=.6, teacherTolerance=1E-05
  79. Training complete - error is 790.42
  80. Testing outliers: I (8.37) I (8.37) I (8.37) I (8.37) I (8.37) I (8.37)
  81. Testing inliers: I (16.67) I (16.84) I (16.78) I (16.46)
  82.  
  83. Training model with parameters kernelSigma=.2, teacherNu=.7, teacherTolerance=1E-05
  84. Training complete - error is 962.36
  85. Testing outliers: I (10.25) I (10.25) I (10.25) I (10.25) I (10.25) I (10.25)
  86. Testing inliers: I (20.68) I (20.64) I (20.76) I (20.11)
  87.  
  88. Training model with parameters kernelSigma=.2, teacherNu=.8, teacherTolerance=1E-05
  89. Training complete - error is 1161.21
  90. Testing outliers: I (12.54) I (12.54) I (12.54) I (12.54) I (12.54) I (12.54)
  91. Testing inliers: I (25.83) I (25.08) I (25.74) I (24.33)
  92.  
  93. Training model with parameters kernelSigma=.2, teacherNu=.9, teacherTolerance=1E-05
  94. Training complete - error is 1453.61
  95. Testing outliers: I (16.57) I (16.57) I (16.57) I (16.57) I (16.57) I (16.57)
  96. Testing inliers: I (33.54) I (31.55) I (33.14) I (30.43)
  97.  
  98. Training model with parameters kernelSigma=.2, teacherNu=1, teacherTolerance=1E-05
  99. Training complete - error is 1792.45
  100. Testing outliers: I (21.41) I (21.41) I (21.41) I (21.41) I (21.41) I (21.41)
  101. Testing inliers: I (42.82) I (39.07) I (41.95) I (37.47)
  102.  
  103. Training model with parameters kernelSigma=.3, teacherNu=.1, teacherTolerance=1E-05
  104. Training complete - error is 170.58
  105. Testing outliers: I (1.7) I (1.7) I (1.7) I (1.7) I (1.7) I (1.7)
  106. Testing inliers: I (3.61) I (3.56) I (3.6) I (3.51)
  107.  
  108. Training model with parameters kernelSigma=.3, teacherNu=.2, teacherTolerance=1E-05
  109. Training complete - error is 362.38
  110. Testing outliers: I (3.55) I (3.55) I (3.55) I (3.55) I (3.55) I (3.55)
  111. Testing inliers: I (7.84) I (7.62) I (7.8) I (7.49)
  112.  
  113. Training model with parameters kernelSigma=.3, teacherNu=.3, teacherTolerance=1E-05
  114. Training complete - error is 578.08
  115. Testing outliers: I (5.77) I (5.77) I (5.77) I (5.77) I (5.77) I (5.77)
  116. Testing inliers: I (12.68) I (12.21) I (12.58) I (11.98)
  117.  
  118. Training model with parameters kernelSigma=.3, teacherNu=.4, teacherTolerance=1E-05
  119. Training complete - error is 795.55
  120. Testing outliers: I (7.92) I (7.92) I (7.92) I (7.92) I (7.92) I (7.92)
  121. Testing inliers: I (17.64) I (16.87) I (17.47) I (16.52)
  122.  
  123. Training model with parameters kernelSigma=.3, teacherNu=.5, teacherTolerance=1E-05
  124. Training complete - error is 1046.57
  125. Testing outliers: I (10.68) I (10.68) I (10.68) I (10.68) I (10.68) I (10.68)
  126. Testing inliers: I (23.37) I (22.23) I (23.12) I (21.76)
  127.  
  128. Training model with parameters kernelSigma=.3, teacherNu=.6, teacherTolerance=1E-05
  129. Training complete - error is 1343.88
  130. Testing outliers: I (14.21) I (14.21) I (14.21) I (14.21) I (14.21) I (14.21)
  131. Testing inliers: I (30.2) I (28.6) I (29.84) I (27.95)
  132.  
  133. Training model with parameters kernelSigma=.3, teacherNu=.7, teacherTolerance=1E-05
  134. Training complete - error is 1626.41
  135. Testing outliers: I (17.24) I (17.24) I (17.24) I (17.24) I (17.24) I (17.24)
  136. Testing inliers: I (36.95) I (34.72) I (36.44) I (33.87)
  137.  
  138. Training model with parameters kernelSigma=.3, teacherNu=.8, teacherTolerance=1E-05
  139. Training complete - error is 1945.67
  140. Testing outliers: I (20.96) I (20.96) I (20.96) I (20.96) I (20.96) I (20.96)
  141. Testing inliers: I (44.52) I (41.62) I (43.85) I (40.54)
  142.  
  143. Training model with parameters kernelSigma=.3, teacherNu=.9, teacherTolerance=1E-05
  144. Training complete - error is 2389.09
  145. Testing outliers: I (27) I (27) I (27) I (27) I (27) I (27)
  146. Testing inliers: I (54.88) I (51.14) I (54) I (49.77)
  147.  
  148. Training model with parameters kernelSigma=.3, teacherNu=1, teacherTolerance=1E-05
  149. Training complete - error is 2816.83
  150. Testing outliers: I (32.56) I (32.56) I (32.56) I (32.56) I (32.56) I (32.56)
  151. Testing inliers: I (65.13) I (60.39) I (64.01) I (58.69)
  152.  
  153. Training model with parameters kernelSigma=.4, teacherNu=.1, teacherTolerance=1E-05
  154. Training complete - error is 240.77
  155. Testing outliers: I (2.36) I (2.36) I (2.36) I (2.36) I (2.36) I (2.36)
  156. Testing inliers: I (5.24) I (5.05) I (5.2) I (4.98)
  157.  
  158. Training model with parameters kernelSigma=.4, teacherNu=.2, teacherTolerance=1E-05
  159. Training complete - error is 503.82
  160. Testing outliers: I (4.91) I (4.91) I (4.91) I (4.91) I (4.91) I (4.91)
  161. Testing inliers: I (11.05) I (10.6) I (10.95) I (10.43)
  162.  
  163. Training model with parameters kernelSigma=.4, teacherNu=.3, teacherTolerance=1E-05
  164. Training complete - error is 797.62
  165. Testing outliers: I (7.97) I (7.97) I (7.97) I (7.97) I (7.97) I (7.97)
  166. Testing inliers: I (17.55) I (16.8) I (17.38) I (16.52)
  167.  
  168. Training model with parameters kernelSigma=.4, teacherNu=.4, teacherTolerance=1E-05
  169. Training complete - error is 1087.46
  170. Testing outliers: I (10.86) I (10.86) I (10.86) I (10.86) I (10.86) I (10.86)
  171. Testing inliers: I (24.03) I (22.94) I (23.78) I (22.54)
  172.  
  173. Training model with parameters kernelSigma=.4, teacherNu=.5, teacherTolerance=1E-05
  174. Training complete - error is 1412.48
  175. Testing outliers: I (14.38) I (14.38) I (14.38) I (14.38) I (14.38) I (14.38)
  176. Testing inliers: I (31.25) I (29.81) I (30.92) I (29.28)
  177.  
  178. Training model with parameters kernelSigma=.4, teacherNu=.6, teacherTolerance=1E-05
  179. Training complete - error is 1785.53
  180. Testing outliers: I (18.75) I (18.75) I (18.75) I (18.75) I (18.75) I (18.75)
  181. Testing inliers: I (39.54) I (37.69) I (39.12) I (37.01)
  182.  
  183. Training model with parameters kernelSigma=.4, teacherNu=.7, teacherTolerance=1E-05
  184. Training complete - error is 2133.12
  185. Testing outliers: I (22.42) I (22.42) I (22.42) I (22.42) I (22.42) I (22.42)
  186. Testing inliers: I (47.4) I (45.09) I (46.87) I (44.24)
  187.  
  188. Training model with parameters kernelSigma=.4, teacherNu=.8, teacherTolerance=1E-05
  189. Training complete - error is 2515.6
  190. Testing outliers: I (26.75) I (26.75) I (26.75) I (26.75) I (26.75) I (26.75)
  191. Testing inliers: I (56.01) I (53.21) I (55.37) I (52.18)
  192.  
  193. Training model with parameters kernelSigma=.4, teacherNu=.9, teacherTolerance=1E-05
  194. Training complete - error is 3002.94
  195. Testing outliers: I (33.05) I (33.05) I (33.05) I (33.05) I (33.05) I (33.05)
  196. Testing inliers: I (66.87) I (63.5) I (66.09) I (62.28)
  197.  
  198. Training model with parameters kernelSigma=.4, teacherNu=1, teacherTolerance=1E-05
  199. Training complete - error is 3460.85
  200. Testing outliers: I (38.6) I (38.6) I (38.6) I (38.6) I (38.6) I (38.6)
  201. Testing inliers: I (77.21) I (73.23) I (76.28) I (71.79)
  202.  
  203. Training model with parameters kernelSigma=.5, teacherNu=.1, teacherTolerance=1E-05
  204. Training complete - error is 297.46
  205. Testing outliers: I (2.93) I (2.93) I (2.93) I (2.93) I (2.93) I (2.93)
  206. Testing inliers: I (6.42) I (6.21) I (6.37) I (6.14)
  207.  
  208. Training model with parameters kernelSigma=.5, teacherNu=.2, teacherTolerance=1E-05
  209. Training complete - error is 614.85
  210. Testing outliers: I (6.05) I (6.05) I (6.05) I (6.05) I (6.05) I (6.05)
  211. Testing inliers: I (13.31) I (12.86) I (13.21) I (12.7)
  212.  
  213. Training model with parameters kernelSigma=.5, teacherNu=.3, teacherTolerance=1E-05
  214. Training complete - error is 961.11
  215. Testing outliers: I (9.65) I (9.65) I (9.65) I (9.65) I (9.65) I (9.65)
  216. Testing inliers: I (20.82) I (20.11) I (20.66) I (19.85)
  217.  
  218. Training model with parameters kernelSigma=.5, teacherNu=.4, teacherTolerance=1E-05
  219. Training complete - error is 1301.99
  220. Testing outliers: I (13.07) I (13.07) I (13.07) I (13.07) I (13.07) I (13.07)
  221. Testing inliers: I (28.25) I (27.26) I (28.02) I (26.89)
  222.  
  223. Training model with parameters kernelSigma=.5, teacherNu=.5, teacherTolerance=1E-05
  224. Training complete - error is 1673.98
  225. Testing outliers: I (17.06) I (17.06) I (17.06) I (17.06) I (17.06) I (17.06)
  226. Testing inliers: I (36.33) I (35.06) I (36.04) I (34.58)
  227.  
  228. Training model with parameters kernelSigma=.5, teacherNu=.6, teacherTolerance=1E-05
  229. Training complete - error is 2086.43
  230. Testing outliers: I (21.76) I (21.76) I (21.76) I (21.76) I (21.76) I (21.76)
  231. Testing inliers: I (45.28) I (43.69) I (44.92) I (43.1)
  232.  
  233. Training model with parameters kernelSigma=.5, teacherNu=.7, teacherTolerance=1E-05
  234. Training complete - error is 2473.81
  235. Testing outliers: I (25.81) I (25.81) I (25.81) I (25.81) I (25.81) I (25.81)
  236. Testing inliers: I (53.77) I (51.83) I (53.33) I (51.11)
  237.  
  238. Training model with parameters kernelSigma=.5, teacherNu=.8, teacherTolerance=1E-05
  239. Training complete - error is 2889.73
  240. Testing outliers: I (30.4) I (30.4) I (30.4) I (30.4) I (30.4) I (30.4)
  241. Testing inliers: I (62.85) I (60.56) I (62.33) I (59.71)
  242.  
  243. Training model with parameters kernelSigma=.5, teacherNu=.9, teacherTolerance=1E-05
  244. Training complete - error is 3387.07
  245. Testing outliers: I (36.52) I (36.52) I (36.52) I (36.52) I (36.52) I (36.52)
  246. Testing inliers: I (73.65) I (70.97) I (73.04) I (69.98)
  247.  
  248. Training model with parameters kernelSigma=.5, teacherNu=1, teacherTolerance=1E-05
  249. Training complete - error is 3856.23
  250. Testing outliers: I (41.95) I (41.95) I (41.95) I (41.95) I (41.95) I (41.95)
  251. Testing inliers: I (83.91) I (80.82) I (83.2) I (79.68)
  252.  
  253. Training model with parameters kernelSigma=.6, teacherNu=.1, teacherTolerance=1E-05
  254. Training complete - error is 339.26
  255. Testing outliers: I (3.37) I (3.37) I (3.37) I (3.37) I (3.37) I (3.37)
  256. Testing inliers: I (7.23) I (7.05) I (7.19) I (6.99)
  257.  
  258. Training model with parameters kernelSigma=.6, teacherNu=.2, teacherTolerance=1E-05
  259. Training complete - error is 695.35
  260. Testing outliers: I (6.89) I (6.89) I (6.89) I (6.89) I (6.89) I (6.89)
  261. Testing inliers: I (14.85) I (14.47) I (14.76) I (14.32)
  262.  
  263. Training model with parameters kernelSigma=.6, teacherNu=.3, teacherTolerance=1E-05
  264. Training complete - error is 1076.24
  265. Testing outliers: I (10.85) I (10.85) I (10.85) I (10.85) I (10.85) I (10.85)
  266. Testing inliers: I (22.99) I (22.39) I (22.86) I (22.17)
  267.  
  268. Training model with parameters kernelSigma=.6, teacherNu=.4, teacherTolerance=1E-05
  269. Training complete - error is 1451.84
  270. Testing outliers: I (14.63) I (14.63) I (14.63) I (14.63) I (14.63) I (14.63)
  271. Testing inliers: I (31.04) I (30.22) I (30.86) I (29.91)
  272.  
  273. Training model with parameters kernelSigma=.6, teacherNu=.5, teacherTolerance=1E-05
  274. Training complete - error is 1853.41
  275. Testing outliers: I (18.9) I (18.9) I (18.9) I (18.9) I (18.9) I (18.9)
  276. Testing inliers: I (39.63) I (38.58) I (39.39) I (38.18)
  277.  
  278. Training model with parameters kernelSigma=.6, teacherNu=.6, teacherTolerance=1E-05
  279. Training complete - error is 2287.56
  280. Testing outliers: I (23.74) I (23.74) I (23.74) I (23.74) I (23.74) I (23.74)
  281. Testing inliers: I (48.91) I (47.61) I (48.61) I (47.12)
  282.  
  283. Training model with parameters kernelSigma=.6, teacherNu=.7, teacherTolerance=1E-05
  284. Training complete - error is 2699.92
  285. Testing outliers: I (28.02) I (28.02) I (28.02) I (28.02) I (28.02) I (28.02)
  286. Testing inliers: I (57.76) I (56.21) I (57.41) I (55.63)
  287.  
  288. Training model with parameters kernelSigma=.6, teacherNu=.8, teacherTolerance=1E-05
  289. Training complete - error is 3134.98
  290. Testing outliers: I (32.74) I (32.74) I (32.74) I (32.74) I (32.74) I (32.74)
  291. Testing inliers: I (67.09) I (65.27) I (66.68) I (64.59)
  292.  
  293. Training model with parameters kernelSigma=.6, teacherNu=.9, teacherTolerance=1E-05
  294. Training complete - error is 3632.91
  295. Testing outliers: I (38.63) I (38.63) I (38.63) I (38.63) I (38.63) I (38.63)
  296. Testing inliers: I (77.73) I (75.63) I (77.25) I (74.85)
  297.  
  298. Training model with parameters kernelSigma=.6, teacherNu=1, teacherTolerance=1E-05
  299. Training complete - error is 4106.93
  300. Testing outliers: I (43.95) I (43.95) I (43.95) I (43.95) I (43.95) I (43.95)
  301. Testing inliers: I (87.9) I (85.51) I (87.35) I (84.62)
  302.  
  303. Training model with parameters kernelSigma=.7, teacherNu=.1, teacherTolerance=1E-05
  304. Training complete - error is 369.51
  305. Testing outliers: I (3.69) I (3.69) I (3.69) I (3.69) I (3.69) I (3.69)
  306. Testing inliers: I (7.81) I (7.65) I (7.77) I (7.59)
  307.  
  308. Training model with parameters kernelSigma=.7, teacherNu=.2, teacherTolerance=1E-05
  309. Training complete - error is 752.99
  310. Testing outliers: I (7.51) I (7.51) I (7.51) I (7.51) I (7.51) I (7.51)
  311. Testing inliers: I (15.92) I (15.6) I (15.85) I (15.48)
  312.  
  313. Training model with parameters kernelSigma=.7, teacherNu=.3, teacherTolerance=1E-05
  314. Training complete - error is 1157.24
  315. Testing outliers: I (11.7) I (11.7) I (11.7) I (11.7) I (11.7) I (11.7)
  316. Testing inliers: I (24.47) I (23.98) I (24.36) I (23.79)
  317.  
  318. Training model with parameters kernelSigma=.7, teacherNu=.4, teacherTolerance=1E-05
  319. Training complete - error is 1556.74
  320. Testing outliers: I (15.74) I (15.74) I (15.74) I (15.74) I (15.74) I (15.74)
  321. Testing inliers: I (32.93) I (32.26) I (32.78) I (32.01)
  322.  
  323. Training model with parameters kernelSigma=.7, teacherNu=.5, teacherTolerance=1E-05
  324. Training complete - error is 1977.61
  325. Testing outliers: I (20.17) I (20.17) I (20.17) I (20.17) I (20.17) I (20.17)
  326. Testing inliers: I (41.84) I (40.98) I (41.65) I (40.66)
  327.  
  328. Training model with parameters kernelSigma=.7, teacherNu=.6, teacherTolerance=1E-05
  329. Training complete - error is 2424.65
  330. Testing outliers: I (25.07) I (25.07) I (25.07) I (25.07) I (25.07) I (25.07)
  331. Testing inliers: I (51.29) I (50.24) I (51.05) I (49.85)
  332.  
  333. Training model with parameters kernelSigma=.7, teacherNu=.7, teacherTolerance=1E-05
  334. Training complete - error is 2853.41
  335. Testing outliers: I (29.5) I (29.5) I (29.5) I (29.5) I (29.5) I (29.5)
  336. Testing inliers: I (60.38) I (59.14) I (60.1) I (58.67)
  337.  
  338. Training model with parameters kernelSigma=.7, teacherNu=.8, teacherTolerance=1E-05
  339. Training complete - error is 3300.28
  340. Testing outliers: I (34.28) I (34.28) I (34.28) I (34.28) I (34.28) I (34.28)
  341. Testing inliers: I (69.85) I (68.4) I (69.52) I (67.86)
  342.  
  343. Training model with parameters kernelSigma=.7, teacherNu=.9, teacherTolerance=1E-05
  344. Training complete - error is 3796.4
  345. Testing outliers: I (39.98) I (39.98) I (39.98) I (39.98) I (39.98) I (39.98)
  346. Testing inliers: I (80.34) I (78.68) I (79.96) I (78.05)
  347.  
  348. Training model with parameters kernelSigma=.7, teacherNu=1, teacherTolerance=1E-05
  349. Training complete - error is 4272.79
  350. Testing outliers: I (45.22) I (45.22) I (45.22) I (45.22) I (45.22) I (45.22)
  351. Testing inliers: I (90.43) I (88.56) I (90.01) I (87.85)
  352.  
  353. Training model with parameters kernelSigma=.8, teacherNu=.1, teacherTolerance=1E-05
  354. Training complete - error is 391.57
  355. Testing outliers: I (3.93) I (3.93) I (3.93) I (3.93) I (3.93) I (3.93)
  356. Testing inliers: I (8.22) I (8.09) I (8.19) I (8.04)
  357.  
  358. Training model with parameters kernelSigma=.8, teacherNu=.2, teacherTolerance=1E-05
  359. Training complete - error is 794.75
  360. Testing outliers: I (7.97) I (7.97) I (7.97) I (7.97) I (7.97) I (7.97)
  361. Testing inliers: I (16.68) I (16.42) I (16.62) I (16.31)
  362.  
  363. Training model with parameters kernelSigma=.8, teacherNu=.3, teacherTolerance=1E-05
  364. Training complete - error is 1215.25
  365. Testing outliers: I (12.31) I (12.31) I (12.31) I (12.31) I (12.31) I (12.31)
  366. Testing inliers: I (25.51) I (25.1) I (25.42) I (24.95)
  367.  
  368. Training model with parameters kernelSigma=.8, teacherNu=.4, teacherTolerance=1E-05
  369. Training complete - error is 1631.63
  370. Testing outliers: I (16.53) I (16.53) I (16.53) I (16.53) I (16.53) I (16.53)
  371. Testing inliers: I (34.26) I (33.71) I (34.13) I (33.5)
  372.  
  373. Training model with parameters kernelSigma=.8, teacherNu=.5, teacherTolerance=1E-05
  374. Training complete - error is 2065.63
  375. Testing outliers: I (21.07) I (21.07) I (21.07) I (21.07) I (21.07) I (21.07)
  376. Testing inliers: I (43.37) I (42.67) I (43.21) I (42.41)
  377.  
  378. Training model with parameters kernelSigma=.8, teacherNu=.6, teacherTolerance=1E-05
  379. Training complete - error is 2520.86
  380. Testing outliers: I (25.99) I (25.99) I (25.99) I (25.99) I (25.99) I (25.99)
  381. Testing inliers: I (52.92) I (52.07) I (52.73) I (51.75)
  382.  
  383. Training model with parameters kernelSigma=.8, teacherNu=.7, teacherTolerance=1E-05
  384. Training complete - error is 2960.84
  385. Testing outliers: I (30.53) I (30.53) I (30.53) I (30.53) I (30.53) I (30.53)
  386. Testing inliers: I (62.18) I (61.17) I (61.95) I (60.79)
  387.  
  388. Training model with parameters kernelSigma=.8, teacherNu=.8, teacherTolerance=1E-05
  389. Training complete - error is 3415.45
  390. Testing outliers: I (35.34) I (35.34) I (35.34) I (35.34) I (35.34) I (35.34)
  391. Testing inliers: I (71.73) I (70.56) I (71.47) I (70.12)
  392.  
  393. Training model with parameters kernelSigma=.8, teacherNu=.9, teacherTolerance=1E-05
  394. Training complete - error is 3909.4
  395. Testing outliers: I (40.9) I (40.9) I (40.9) I (40.9) I (40.9) I (40.9)
  396. Testing inliers: I (82.09) I (80.76) I (81.79) I (80.26)
  397.  
  398. Training model with parameters kernelSigma=.8, teacherNu=1, teacherTolerance=1E-05
  399. Training complete - error is 4387.07
  400. Testing outliers: I (46.06) I (46.06) I (46.06) I (46.06) I (46.06) I (46.06)
  401. Testing inliers: I (92.13) I (90.63) I (91.79) I (90.07)
  402.  
  403. Training model with parameters kernelSigma=.9, teacherNu=.1, teacherTolerance=1E-05
  404. Training complete - error is 407.94
  405. Testing outliers: I (4.1) I (4.1) I (4.1) I (4.1) I (4.1) I (4.1)
  406. Testing inliers: I (8.51) I (8.41) I (8.49) I (8.36)
  407.  
  408. Training model with parameters kernelSigma=.9, teacherNu=.2, teacherTolerance=1E-05
  409. Training complete - error is 825.58
  410. Testing outliers: I (8.3) I (8.3) I (8.3) I (8.3) I (8.3) I (8.3)
  411. Testing inliers: I (17.24) I (17.01) I (17.19) I (16.93)
  412.  
  413. Training model with parameters kernelSigma=.9, teacherNu=.3, teacherTolerance=1E-05
  414. Training complete - error is 1257.76
  415. Testing outliers: I (12.76) I (12.76) I (12.76) I (12.76) I (12.76) I (12.76)
  416. Testing inliers: I (26.26) I (25.92) I (26.18) I (25.79)
  417.  
  418. Training model with parameters kernelSigma=.9, teacherNu=.4, teacherTolerance=1E-05
  419. Training complete - error is 1686.37
  420. Testing outliers: I (17.11) I (17.11) I (17.11) I (17.11) I (17.11) I (17.11)
  421. Testing inliers: I (35.21) I (34.76) I (35.11) I (34.58)
  422.  
  423. Training model with parameters kernelSigma=.9, teacherNu=.5, teacherTolerance=1E-05
  424. Training complete - error is 2129.65
  425. Testing outliers: I (21.73) I (21.73) I (21.73) I (21.73) I (21.73) I (21.73)
  426. Testing inliers: I (44.47) I (43.89) I (44.34) I (43.67)
  427.  
  428. Training model with parameters kernelSigma=.9, teacherNu=.6, teacherTolerance=1E-05
  429. Training complete - error is 2590.38
  430. Testing outliers: I (26.66) I (26.66) I (26.66) I (26.66) I (26.66) I (26.66)
  431. Testing inliers: I (54.09) I (53.39) I (53.93) I (53.12)
  432.  
  433. Training model with parameters kernelSigma=.9, teacherNu=.7, teacherTolerance=1E-05
  434. Training complete - error is 3038.34
  435. Testing outliers: I (31.27) I (31.27) I (31.27) I (31.27) I (31.27) I (31.27)
  436. Testing inliers: I (63.45) I (62.62) I (63.26) I (62.31)
  437.  
  438. Training model with parameters kernelSigma=.9, teacherNu=.8, teacherTolerance=1E-05
  439. Training complete - error is 3498.29
  440. Testing outliers: I (36.1) I (36.1) I (36.1) I (36.1) I (36.1) I (36.1)
  441. Testing inliers: I (73.06) I (72.1) I (72.84) I (71.74)
  442.  
  443. Training model with parameters kernelSigma=.9, teacherNu=.9, teacherTolerance=1E-05
  444. Training complete - error is 3990.24
  445. Testing outliers: I (41.54) I (41.54) I (41.54) I (41.54) I (41.54) I (41.54)
  446. Testing inliers: I (83.33) I (82.24) I (83.08) I (81.83)
  447.  
  448. Training model with parameters kernelSigma=.9, teacherNu=1, teacherTolerance=1E-05
  449. Training complete - error is 4468.66
  450. Testing outliers: I (46.66) I (46.66) I (46.66) I (46.66) I (46.66) I (46.66)
  451. Testing inliers: I (93.32) I (92.1) I (93.05) I (91.64)
  452.  
  453. Training model with parameters kernelSigma=1, teacherNu=.1, teacherTolerance=1E-05
  454. Training complete - error is 420.32
  455. Testing outliers: I (4.24) I (4.24) I (4.24) I (4.24) I (4.24) I (4.24)
  456. Testing inliers: I (8.74) I (8.65) I (8.72) I (8.61)
  457.  
  458. Training model with parameters kernelSigma=1, teacherNu=.2, teacherTolerance=1E-05
  459. Training complete - error is 848.83
  460. Testing outliers: I (8.56) I (8.56) I (8.56) I (8.56) I (8.56) I (8.56)
  461. Testing inliers: I (17.65) I (17.46) I (17.61) I (17.39)
  462.  
  463. Training model with parameters kernelSigma=1, teacherNu=.3, teacherTolerance=1E-05
  464. Training complete - error is 1289.62
  465. Testing outliers: I (13.1) I (13.1) I (13.1) I (13.1) I (13.1) I (13.1)
  466. Testing inliers: I (26.82) I (26.53) I (26.75) I (26.42)
  467.  
  468. Training model with parameters kernelSigma=1, teacherNu=.4, teacherTolerance=1E-05
  469. Training complete - error is 1727.35
  470. Testing outliers: I (17.54) I (17.54) I (17.54) I (17.54) I (17.54) I (17.54)
  471. Testing inliers: I (35.92) I (35.54) I (35.84) I (35.39)
  472.  
  473. Training model with parameters kernelSigma=1, teacherNu=.5, teacherTolerance=1E-05
  474. Training complete - error is 2177.4
  475. Testing outliers: I (22.22) I (22.22) I (22.22) I (22.22) I (22.22) I (22.22)
  476. Testing inliers: I (45.28) I (44.8) I (45.17) I (44.61)
  477.  
  478. Training model with parameters kernelSigma=1, teacherNu=.6, teacherTolerance=1E-05
  479. Training complete - error is 2641.99
  480. Testing outliers: I (27.15) I (27.15) I (27.15) I (27.15) I (27.15) I (27.15)
  481. Testing inliers: I (54.94) I (54.36) I (54.81) I (54.13)
  482.  
  483. Training model with parameters kernelSigma=1, teacherNu=.7, teacherTolerance=1E-05
  484. Training complete - error is 3095.81
  485. Testing outliers: I (31.81) I (31.81) I (31.81) I (31.81) I (31.81) I (31.81)
  486. Testing inliers: I (64.38) I (63.7) I (64.23) I (63.43)
  487.  
  488. Training model with parameters kernelSigma=1, teacherNu=.8, teacherTolerance=1E-05
  489. Training complete - error is 3559.59
  490. Testing outliers: I (36.66) I (36.66) I (36.66) I (36.66) I (36.66) I (36.66)
  491. Testing inliers: I (74.03) I (73.24) I (73.85) I (72.94)
  492.  
  493. Training model with parameters kernelSigma=1, teacherNu=.9, teacherTolerance=1E-05
  494. Training complete - error is 4049.83
  495. Testing outliers: I (42.01) I (42.01) I (42.01) I (42.01) I (42.01) I (42.01)
  496. Testing inliers: I (84.22) I (83.32) I (84.02) I (82.98)
  497.  
  498. Training model with parameters kernelSigma=1, teacherNu=1, teacherTolerance=1E-05
  499. Training complete - error is 4528.72
  500. Testing outliers: I (47.09) I (47.09) I (47.09) I (47.09) I (47.09) I (47.09)
  501. Testing inliers: I (94.19) I (93.18) I (93.96) I (92.79)
  502.  
  503. Training model with parameters kernelSigma=.1, teacherNu=.1, teacherTolerance=0.0001
  504. Training complete - error is 42.99
  505. Testing outliers: I (.44) I (.44) I (.44) I (.44) I (.44) I (.44)
  506. Testing inliers: I (.88) I (.87) I (.88) I (.89)
  507.  
  508. Training model with parameters kernelSigma=.1, teacherNu=.2, teacherTolerance=0.0001
  509. Training complete - error is 85.99
  510. Testing outliers: I (.88) I (.88) I (.88) I (.88) I (.88) I (.88)
  511. Testing inliers: I (1.75) I (1.73) I (1.75) I (1.78)
  512.  
  513. Training model with parameters kernelSigma=.1, teacherNu=.3, teacherTolerance=0.0001
  514. Training complete - error is 129.68
  515. Testing outliers: I (1.32) I (1.32) I (1.32) I (1.32) I (1.32) I (1.32)
  516. Testing inliers: I (2.65) I (2.62) I (2.65) I (2.69)
  517.  
  518. Training model with parameters kernelSigma=.1, teacherNu=.4, teacherTolerance=0.0001
  519. Training complete - error is 175.97
  520. Testing outliers: I (1.8) I (1.8) I (1.8) I (1.8) I (1.8) I (1.8)
  521. Testing inliers: I (3.6) I (3.58) I (3.6) I (3.66)
  522.  
  523. Training model with parameters kernelSigma=.1, teacherNu=.5, teacherTolerance=0.0001
  524. Training complete - error is 222.39
  525. Testing outliers: I (2.28) I (2.28) I (2.28) I (2.28) I (2.28) I (2.28)
  526. Testing inliers: I (4.58) I (4.51) I (4.56) I (4.63)
  527.  
  528. Training model with parameters kernelSigma=.1, teacherNu=.6, teacherTolerance=0.0001
  529. Training complete - error is 269.2
  530. Testing outliers: I (2.76) I (2.76) I (2.76) I (2.76) I (2.76) I (2.76)
  531. Testing inliers: I (5.57) I (5.46) I (5.52) I (5.62)
  532.  
  533. Training model with parameters kernelSigma=.1, teacherNu=.7, teacherTolerance=0.0001
  534. Training complete - error is 331.8
  535. Testing outliers: I (3.49) I (3.49) I (3.49) I (3.49) I (3.49) I (3.49)
  536. Testing inliers: I (6.98) I (6.96) I (6.98) I (6.95)
  537.  
  538. Training model with parameters kernelSigma=.1, teacherNu=.8, teacherTolerance=0.0001
  539. Training complete - error is 397.82
  540. Testing outliers: I (4.26) I (4.26) I (4.26) I (4.26) I (4.26) I (4.26)
  541. Testing inliers: I (8.51) I (8.54) I (8.51) I (8.36)
  542.  
  543. Training model with parameters kernelSigma=.1, teacherNu=.9, teacherTolerance=0.0001
  544. Training complete - error is 464.17
  545. Testing outliers: I (5.03) I (5.03) I (5.03) I (5.03) I (5.03) I (5.03)
  546. Testing inliers: I (10.06) I (10.12) I (10.06) I (9.78)
  547.  
  548. Training model with parameters kernelSigma=.1, teacherNu=1, teacherTolerance=0.0001
  549. Training complete - error is 554.91
  550. Testing outliers: I (6.28) I (6.28) I (6.28) I (6.28) I (6.28) I (6.28)
  551. Testing inliers: I (12.56) I (12.33) I (12.53) I (11.63)
  552.  
  553. Training model with parameters kernelSigma=.2, teacherNu=.1, teacherTolerance=0.0001
  554. Training complete - error is 107.33
  555. Testing outliers: I (1.07) I (1.07) I (1.07) I (1.07) I (1.07) I (1.07)
  556. Testing inliers: I (2.14) I (2.24) I (2.17) I (2.19)
  557.  
  558. Training model with parameters kernelSigma=.2, teacherNu=.2, teacherTolerance=0.0001
  559. Training complete - error is 227.39
  560. Testing outliers: I (2.29) I (2.29) I (2.29) I (2.29) I (2.29) I (2.29)
  561. Testing inliers: I (4.59) I (4.78) I (4.65) I (4.69)
  562.  
  563. Training model with parameters kernelSigma=.2, teacherNu=.3, teacherTolerance=0.0001
  564. Training complete - error is 346.81
  565. Testing outliers: I (3.5) I (3.5) I (3.5) I (3.5) I (3.5) I (3.5)
  566. Testing inliers: I (7) I (7.3) I (7.09) I (7.14)
  567.  
  568. Training model with parameters kernelSigma=.2, teacherNu=.4, teacherTolerance=0.0001
  569. Training complete - error is 472.13
  570. Testing outliers: I (4.78) I (4.78) I (4.78) I (4.78) I (4.78) I (4.78)
  571. Testing inliers: I (9.56) I (9.96) I (9.69) I (9.77)
  572.  
  573. Training model with parameters kernelSigma=.2, teacherNu=.5, teacherTolerance=0.0001
  574. Training complete - error is 603.44
  575. Testing outliers: I (6.14) I (6.14) I (6.14) I (6.14) I (6.14) I (6.14)
  576. Testing inliers: I (12.27) I (12.76) I (12.45) I (12.57)
  577.  
  578. Training model with parameters kernelSigma=.2, teacherNu=.6, teacherTolerance=0.0001
  579. Training complete - error is 790.42
  580. Testing outliers: I (8.37) I (8.37) I (8.37) I (8.37) I (8.37) I (8.37)
  581. Testing inliers: I (16.67) I (16.84) I (16.78) I (16.46)
  582.  
  583. Training model with parameters kernelSigma=.2, teacherNu=.7, teacherTolerance=0.0001
  584. Training complete - error is 962.36
  585. Testing outliers: I (10.25) I (10.25) I (10.25) I (10.25) I (10.25) I (10.25)
  586. Testing inliers: I (20.68) I (20.64) I (20.76) I (20.11)
  587.  
  588. Training model with parameters kernelSigma=.2, teacherNu=.8, teacherTolerance=0.0001
  589. Training complete - error is 1161.21
  590. Testing outliers: I (12.54) I (12.54) I (12.54) I (12.54) I (12.54) I (12.54)
  591. Testing inliers: I (25.83) I (25.08) I (25.74) I (24.33)
  592.  
  593. Training model with parameters kernelSigma=.2, teacherNu=.9, teacherTolerance=0.0001
  594. Training complete - error is 1453.61
  595. Testing outliers: I (16.57) I (16.57) I (16.57) I (16.57) I (16.57) I (16.57)
  596. Testing inliers: I (33.54) I (31.55) I (33.14) I (30.43)
  597.  
  598. Training model with parameters kernelSigma=.2, teacherNu=1, teacherTolerance=0.0001
  599. Training complete - error is 1792.45
  600. Testing outliers: I (21.41) I (21.41) I (21.41) I (21.41) I (21.41) I (21.41)
  601. Testing inliers: I (42.82) I (39.07) I (41.95) I (37.47)
  602.  
  603. Training model with parameters kernelSigma=.3, teacherNu=.1, teacherTolerance=0.0001
  604. Training complete - error is 170.58
  605. Testing outliers: I (1.7) I (1.7) I (1.7) I (1.7) I (1.7) I (1.7)
  606. Testing inliers: I (3.61) I (3.56) I (3.6) I (3.51)
  607.  
  608. Training model with parameters kernelSigma=.3, teacherNu=.2, teacherTolerance=0.0001
  609. Training complete - error is 362.38
  610. Testing outliers: I (3.55) I (3.55) I (3.55) I (3.55) I (3.55) I (3.55)
  611. Testing inliers: I (7.84) I (7.62) I (7.8) I (7.49)
  612.  
  613. Training model with parameters kernelSigma=.3, teacherNu=.3, teacherTolerance=0.0001
  614. Training complete - error is 578.08
  615. Testing outliers: I (5.77) I (5.77) I (5.77) I (5.77) I (5.77) I (5.77)
  616. Testing inliers: I (12.68) I (12.21) I (12.58) I (11.98)
  617.  
  618. Training model with parameters kernelSigma=.3, teacherNu=.4, teacherTolerance=0.0001
  619. Training complete - error is 795.55
  620. Testing outliers: I (7.92) I (7.92) I (7.92) I (7.92) I (7.92) I (7.92)
  621. Testing inliers: I (17.64) I (16.87) I (17.47) I (16.52)
  622.  
  623. Training model with parameters kernelSigma=.3, teacherNu=.5, teacherTolerance=0.0001
  624. Training complete - error is 1046.57
  625. Testing outliers: I (10.68) I (10.68) I (10.68) I (10.68) I (10.68) I (10.68)
  626. Testing inliers: I (23.37) I (22.23) I (23.12) I (21.76)
  627.  
  628. Training model with parameters kernelSigma=.3, teacherNu=.6, teacherTolerance=0.0001
  629. Training complete - error is 1343.88
  630. Testing outliers: I (14.21) I (14.21) I (14.21) I (14.21) I (14.21) I (14.21)
  631. Testing inliers: I (30.2) I (28.6) I (29.84) I (27.95)
  632.  
  633. Training model with parameters kernelSigma=.3, teacherNu=.7, teacherTolerance=0.0001
  634. Training complete - error is 1626.41
  635. Testing outliers: I (17.24) I (17.24) I (17.24) I (17.24) I (17.24) I (17.24)
  636. Testing inliers: I (36.95) I (34.72) I (36.44) I (33.87)
  637.  
  638. Training model with parameters kernelSigma=.3, teacherNu=.8, teacherTolerance=0.0001
  639. Training complete - error is 1945.67
  640. Testing outliers: I (20.96) I (20.96) I (20.96) I (20.96) I (20.96) I (20.96)
  641. Testing inliers: I (44.52) I (41.62) I (43.85) I (40.54)
  642.  
  643. Training model with parameters kernelSigma=.3, teacherNu=.9, teacherTolerance=0.0001
  644. Training complete - error is 2389.09
  645. Testing outliers: I (27) I (27) I (27) I (27) I (27) I (27)
  646. Testing inliers: I (54.88) I (51.14) I (54) I (49.77)
  647.  
  648. Training model with parameters kernelSigma=.3, teacherNu=1, teacherTolerance=0.0001
  649. Training complete - error is 2816.83
  650. Testing outliers: I (32.56) I (32.56) I (32.56) I (32.56) I (32.56) I (32.56)
  651. Testing inliers: I (65.13) I (60.39) I (64.01) I (58.69)
  652.  
  653. Training model with parameters kernelSigma=.4, teacherNu=.1, teacherTolerance=0.0001
  654. Training complete - error is 240.77
  655. Testing outliers: I (2.36) I (2.36) I (2.36) I (2.36) I (2.36) I (2.36)
  656. Testing inliers: I (5.24) I (5.05) I (5.2) I (4.98)
  657.  
  658. Training model with parameters kernelSigma=.4, teacherNu=.2, teacherTolerance=0.0001
  659. Training complete - error is 503.82
  660. Testing outliers: I (4.91) I (4.91) I (4.91) I (4.91) I (4.91) I (4.91)
  661. Testing inliers: I (11.05) I (10.6) I (10.95) I (10.43)
  662.  
  663. Training model with parameters kernelSigma=.4, teacherNu=.3, teacherTolerance=0.0001
  664. Training complete - error is 797.62
  665. Testing outliers: I (7.97) I (7.97) I (7.97) I (7.97) I (7.97) I (7.97)
  666. Testing inliers: I (17.55) I (16.8) I (17.38) I (16.52)
  667.  
  668. Training model with parameters kernelSigma=.4, teacherNu=.4, teacherTolerance=0.0001
  669. Training complete - error is 1087.46
  670. Testing outliers: I (10.86) I (10.86) I (10.86) I (10.86) I (10.86) I (10.86)
  671. Testing inliers: I (24.03) I (22.94) I (23.78) I (22.54)
  672.  
  673. Training model with parameters kernelSigma=.4, teacherNu=.5, teacherTolerance=0.0001
  674. Training complete - error is 1412.48
  675. Testing outliers: I (14.38) I (14.38) I (14.38) I (14.38) I (14.38) I (14.38)
  676. Testing inliers: I (31.25) I (29.81) I (30.92) I (29.28)
  677.  
  678. Training model with parameters kernelSigma=.4, teacherNu=.6, teacherTolerance=0.0001
  679. Training complete - error is 1785.53
  680. Testing outliers: I (18.75) I (18.75) I (18.75) I (18.75) I (18.75) I (18.75)
  681. Testing inliers: I (39.54) I (37.69) I (39.12) I (37.01)
  682.  
  683. Training model with parameters kernelSigma=.4, teacherNu=.7, teacherTolerance=0.0001
  684. Training complete - error is 2133.12
  685. Testing outliers: I (22.42) I (22.42) I (22.42) I (22.42) I (22.42) I (22.42)
  686. Testing inliers: I (47.4) I (45.09) I (46.87) I (44.24)
  687.  
  688. Training model with parameters kernelSigma=.4, teacherNu=.8, teacherTolerance=0.0001
  689. Training complete - error is 2515.6
  690. Testing outliers: I (26.75) I (26.75) I (26.75) I (26.75) I (26.75) I (26.75)
  691. Testing inliers: I (56.01) I (53.21) I (55.37) I (52.18)
  692.  
  693. Training model with parameters kernelSigma=.4, teacherNu=.9, teacherTolerance=0.0001
  694. Training complete - error is 3002.94
  695. Testing outliers: I (33.05) I (33.05) I (33.05) I (33.05) I (33.05) I (33.05)
  696. Testing inliers: I (66.87) I (63.5) I (66.09) I (62.28)
  697.  
  698. Training model with parameters kernelSigma=.4, teacherNu=1, teacherTolerance=0.0001
  699. Training complete - error is 3460.85
  700. Testing outliers: I (38.6) I (38.6) I (38.6) I (38.6) I (38.6) I (38.6)
  701. Testing inliers: I (77.21) I (73.23) I (76.28) I (71.79)
  702.  
  703. Training model with parameters kernelSigma=.5, teacherNu=.1, teacherTolerance=0.0001
  704. Training complete - error is 297.46
  705. Testing outliers: I (2.93) I (2.93) I (2.93) I (2.93) I (2.93) I (2.93)
  706. Testing inliers: I (6.42) I (6.21) I (6.37) I (6.14)
  707.  
  708. Training model with parameters kernelSigma=.5, teacherNu=.2, teacherTolerance=0.0001
  709. Training complete - error is 614.85
  710. Testing outliers: I (6.05) I (6.05) I (6.05) I (6.05) I (6.05) I (6.05)
  711. Testing inliers: I (13.31) I (12.86) I (13.21) I (12.7)
  712.  
  713. Training model with parameters kernelSigma=.5, teacherNu=.3, teacherTolerance=0.0001
  714. Training complete - error is 961.11
  715. Testing outliers: I (9.65) I (9.65) I (9.65) I (9.65) I (9.65) I (9.65)
  716. Testing inliers: I (20.82) I (20.11) I (20.66) I (19.85)
  717.  
  718. Training model with parameters kernelSigma=.5, teacherNu=.4, teacherTolerance=0.0001
  719. Training complete - error is 1301.99
  720. Testing outliers: I (13.07) I (13.07) I (13.07) I (13.07) I (13.07) I (13.07)
  721. Testing inliers: I (28.25) I (27.26) I (28.02) I (26.89)
  722.  
  723. Training model with parameters kernelSigma=.5, teacherNu=.5, teacherTolerance=0.0001
  724. Training complete - error is 1673.98
  725. Testing outliers: I (17.06) I (17.06) I (17.06) I (17.06) I (17.06) I (17.06)
  726. Testing inliers: I (36.33) I (35.06) I (36.04) I (34.58)
  727.  
  728. Training model with parameters kernelSigma=.5, teacherNu=.6, teacherTolerance=0.0001
  729. Training complete - error is 2086.43
  730. Testing outliers: I (21.76) I (21.76) I (21.76) I (21.76) I (21.76) I (21.76)
  731. Testing inliers: I (45.28) I (43.69) I (44.92) I (43.1)
  732.  
  733. Training model with parameters kernelSigma=.5, teacherNu=.7, teacherTolerance=0.0001
  734. Training complete - error is 2473.81
  735. Testing outliers: I (25.81) I (25.81) I (25.81) I (25.81) I (25.81) I (25.81)
  736. Testing inliers: I (53.77) I (51.83) I (53.33) I (51.11)
  737.  
  738. Training model with parameters kernelSigma=.5, teacherNu=.8, teacherTolerance=0.0001
  739. Training complete - error is 2889.73
  740. Testing outliers: I (30.4) I (30.4) I (30.4) I (30.4) I (30.4) I (30.4)
  741. Testing inliers: I (62.85) I (60.56) I (62.33) I (59.71)
  742.  
  743. Training model with parameters kernelSigma=.5, teacherNu=.9, teacherTolerance=0.0001
  744. Training complete - error is 3387.07
  745. Testing outliers: I (36.52) I (36.52) I (36.52) I (36.52) I (36.52) I (36.52)
  746. Testing inliers: I (73.65) I (70.97) I (73.04) I (69.98)
  747.  
  748. Training model with parameters kernelSigma=.5, teacherNu=1, teacherTolerance=0.0001
  749. Training complete - error is 3856.23
  750. Testing outliers: I (41.95) I (41.95) I (41.95) I (41.95) I (41.95) I (41.95)
  751. Testing inliers: I (83.91) I (80.82) I (83.2) I (79.68)
  752.  
  753. Training model with parameters kernelSigma=.6, teacherNu=.1, teacherTolerance=0.0001
  754. Training complete - error is 339.26
  755. Testing outliers: I (3.37) I (3.37) I (3.37) I (3.37) I (3.37) I (3.37)
  756. Testing inliers: I (7.23) I (7.05) I (7.19) I (6.99)
  757.  
  758. Training model with parameters kernelSigma=.6, teacherNu=.2, teacherTolerance=0.0001
  759. Training complete - error is 695.35
  760. Testing outliers: I (6.89) I (6.89) I (6.89) I (6.89) I (6.89) I (6.89)
  761. Testing inliers: I (14.85) I (14.47) I (14.76) I (14.32)
  762.  
  763. Training model with parameters kernelSigma=.6, teacherNu=.3, teacherTolerance=0.0001
  764. Training complete - error is 1076.24
  765. Testing outliers: I (10.85) I (10.85) I (10.85) I (10.85) I (10.85) I (10.85)
  766. Testing inliers: I (22.99) I (22.39) I (22.86) I (22.17)
  767.  
  768. Training model with parameters kernelSigma=.6, teacherNu=.4, teacherTolerance=0.0001
  769. Training complete - error is 1451.84
  770. Testing outliers: I (14.63) I (14.63) I (14.63) I (14.63) I (14.63) I (14.63)
  771. Testing inliers: I (31.04) I (30.22) I (30.86) I (29.91)
  772.  
  773. Training model with parameters kernelSigma=.6, teacherNu=.5, teacherTolerance=0.0001
  774. Training complete - error is 1853.41
  775. Testing outliers: I (18.9) I (18.9) I (18.9) I (18.9) I (18.9) I (18.9)
  776. Testing inliers: I (39.63) I (38.58) I (39.39) I (38.18)
  777.  
  778. Training model with parameters kernelSigma=.6, teacherNu=.6, teacherTolerance=0.0001
  779. Training complete - error is 2287.56
  780. Testing outliers: I (23.74) I (23.74) I (23.74) I (23.74) I (23.74) I (23.74)
  781. Testing inliers: I (48.91) I (47.61) I (48.61) I (47.12)
  782.  
  783. Training model with parameters kernelSigma=.6, teacherNu=.7, teacherTolerance=0.0001
  784. Training complete - error is 2699.92
  785. Testing outliers: I (28.02) I (28.02) I (28.02) I (28.02) I (28.02) I (28.02)
  786. Testing inliers: I (57.76) I (56.21) I (57.41) I (55.63)
  787.  
  788. Training model with parameters kernelSigma=.6, teacherNu=.8, teacherTolerance=0.0001
  789. Training complete - error is 3134.98
  790. Testing outliers: I (32.74) I (32.74) I (32.74) I (32.74) I (32.74) I (32.74)
  791. Testing inliers: I (67.09) I (65.27) I (66.68) I (64.59)
  792.  
  793. Training model with parameters kernelSigma=.6, teacherNu=.9, teacherTolerance=0.0001
  794. Training complete - error is 3632.91
  795. Testing outliers: I (38.63) I (38.63) I (38.63) I (38.63) I (38.63) I (38.63)
  796. Testing inliers: I (77.73) I (75.63) I (77.25) I (74.85)
  797.  
  798. Training model with parameters kernelSigma=.6, teacherNu=1, teacherTolerance=0.0001
  799. Training complete - error is 4106.93
  800. Testing outliers: I (43.95) I (43.95) I (43.95) I (43.95) I (43.95) I (43.95)
  801. Testing inliers: I (87.9) I (85.51) I (87.35) I (84.62)
  802.  
  803. Training model with parameters kernelSigma=.7, teacherNu=.1, teacherTolerance=0.0001
  804. Training complete - error is 369.51
  805. Testing outliers: I (3.69) I (3.69) I (3.69) I (3.69) I (3.69) I (3.69)
  806. Testing inliers: I (7.81) I (7.65) I (7.77) I (7.59)
  807.  
  808. Training model with parameters kernelSigma=.7, teacherNu=.2, teacherTolerance=0.0001
  809. Training complete - error is 752.99
  810. Testing outliers: I (7.51) I (7.51) I (7.51) I (7.51) I (7.51) I (7.51)
  811. Testing inliers: I (15.92) I (15.6) I (15.85) I (15.48)
  812.  
  813. Training model with parameters kernelSigma=.7, teacherNu=.3, teacherTolerance=0.0001
  814. Training complete - error is 1157.24
  815. Testing outliers: I (11.7) I (11.7) I (11.7) I (11.7) I (11.7) I (11.7)
  816. Testing inliers: I (24.47) I (23.98) I (24.36) I (23.79)
  817.  
  818. Training model with parameters kernelSigma=.7, teacherNu=.4, teacherTolerance=0.0001
  819. Training complete - error is 1556.74
  820. Testing outliers: I (15.74) I (15.74) I (15.74) I (15.74) I (15.74) I (15.74)
  821. Testing inliers: I (32.93) I (32.26) I (32.78) I (32.01)
  822.  
  823. Training model with parameters kernelSigma=.7, teacherNu=.5, teacherTolerance=0.0001
  824. Training complete - error is 1977.61
  825. Testing outliers: I (20.17) I (20.17) I (20.17) I (20.17) I (20.17) I (20.17)
  826. Testing inliers: I (41.84) I (40.98) I (41.65) I (40.66)
  827.  
  828. Training model with parameters kernelSigma=.7, teacherNu=.6, teacherTolerance=0.0001
  829. Training complete - error is 2424.65
  830. Testing outliers: I (25.07) I (25.07) I (25.07) I (25.07) I (25.07) I (25.07)
  831. Testing inliers: I (51.29) I (50.24) I (51.05) I (49.85)
  832.  
  833. Training model with parameters kernelSigma=.7, teacherNu=.7, teacherTolerance=0.0001
  834. Training complete - error is 2853.41
  835. Testing outliers: I (29.5) I (29.5) I (29.5) I (29.5) I (29.5) I (29.5)
  836. Testing inliers: I (60.38) I (59.14) I (60.1) I (58.67)
  837.  
  838. Training model with parameters kernelSigma=.7, teacherNu=.8, teacherTolerance=0.0001
  839. Training complete - error is 3300.28
  840. Testing outliers: I (34.28) I (34.28) I (34.28) I (34.28) I (34.28) I (34.28)
  841. Testing inliers: I (69.85) I (68.4) I (69.52) I (67.86)
  842.  
  843. Training model with parameters kernelSigma=.7, teacherNu=.9, teacherTolerance=0.0001
  844. Training complete - error is 3796.4
  845. Testing outliers: I (39.98) I (39.98) I (39.98) I (39.98) I (39.98) I (39.98)
  846. Testing inliers: I (80.34) I (78.68) I (79.96) I (78.05)
  847.  
  848. Training model with parameters kernelSigma=.7, teacherNu=1, teacherTolerance=0.0001
  849. Training complete - error is 4272.79
  850. Testing outliers: I (45.22) I (45.22) I (45.22) I (45.22) I (45.22) I (45.22)
  851. Testing inliers: I (90.43) I (88.56) I (90.01) I (87.85)
  852.  
  853. Training model with parameters kernelSigma=.8, teacherNu=.1, teacherTolerance=0.0001
  854. Training complete - error is 391.57
  855. Testing outliers: I (3.93) I (3.93) I (3.93) I (3.93) I (3.93) I (3.93)
  856. Testing inliers: I (8.22) I (8.09) I (8.19) I (8.04)
  857.  
  858. Training model with parameters kernelSigma=.8, teacherNu=.2, teacherTolerance=0.0001
  859. Training complete - error is 794.75
  860. Testing outliers: I (7.97) I (7.97) I (7.97) I (7.97) I (7.97) I (7.97)
  861. Testing inliers: I (16.68) I (16.42) I (16.62) I (16.31)
  862.  
  863. Training model with parameters kernelSigma=.8, teacherNu=.3, teacherTolerance=0.0001
  864. Training complete - error is 1215.25
  865. Testing outliers: I (12.31) I (12.31) I (12.31) I (12.31) I (12.31) I (12.31)
  866. Testing inliers: I (25.51) I (25.1) I (25.42) I (24.95)
  867.  
  868. Training model with parameters kernelSigma=.8, teacherNu=.4, teacherTolerance=0.0001
  869. Training complete - error is 1631.63
  870. Testing outliers: I (16.53) I (16.53) I (16.53) I (16.53) I (16.53) I (16.53)
  871. Testing inliers: I (34.26) I (33.71) I (34.13) I (33.5)
  872.  
  873. Training model with parameters kernelSigma=.8, teacherNu=.5, teacherTolerance=0.0001
  874. Training complete - error is 2065.63
  875. Testing outliers: I (21.07) I (21.07) I (21.07) I (21.07) I (21.07) I (21.07)
  876. Testing inliers: I (43.37) I (42.67) I (43.21) I (42.41)
  877.  
  878. Training model with parameters kernelSigma=.8, teacherNu=.6, teacherTolerance=0.0001
  879. Training complete - error is 2520.86
  880. Testing outliers: I (25.99) I (25.99) I (25.99) I (25.99) I (25.99) I (25.99)
  881. Testing inliers: I (52.92) I (52.07) I (52.73) I (51.75)
  882.  
  883. Training model with parameters kernelSigma=.8, teacherNu=.7, teacherTolerance=0.0001
  884. Training complete - error is 2960.84
  885. Testing outliers: I (30.53) I (30.53) I (30.53) I (30.53) I (30.53) I (30.53)
  886. Testing inliers: I (62.18) I (61.17) I (61.95) I (60.79)
  887.  
  888. Training model with parameters kernelSigma=.8, teacherNu=.8, teacherTolerance=0.0001
  889. Training complete - error is 3415.45
  890. Testing outliers: I (35.34) I (35.34) I (35.34) I (35.34) I (35.34) I (35.34)
  891. Testing inliers: I (71.73) I (70.56) I (71.47) I (70.12)
  892.  
  893. Training model with parameters kernelSigma=.8, teacherNu=.9, teacherTolerance=0.0001
  894. Training complete - error is 3909.4
  895. Testing outliers: I (40.9) I (40.9) I (40.9) I (40.9) I (40.9) I (40.9)
  896. Testing inliers: I (82.09) I (80.76) I (81.79) I (80.26)
  897.  
  898. Training model with parameters kernelSigma=.8, teacherNu=1, teacherTolerance=0.0001
  899. Training complete - error is 4387.07
  900. Testing outliers: I (46.06) I (46.06) I (46.06) I (46.06) I (46.06) I (46.06)
  901. Testing inliers: I (92.13) I (90.63) I (91.79) I (90.07)
  902.  
  903. Training model with parameters kernelSigma=.9, teacherNu=.1, teacherTolerance=0.0001
  904. Training complete - error is 407.94
  905. Testing outliers: I (4.1) I (4.1) I (4.1) I (4.1) I (4.1) I (4.1)
  906. Testing inliers: I (8.51) I (8.41) I (8.49) I (8.36)
  907.  
  908. Training model with parameters kernelSigma=.9, teacherNu=.2, teacherTolerance=0.0001
  909. Training complete - error is 825.58
  910. Testing outliers: I (8.3) I (8.3) I (8.3) I (8.3) I (8.3) I (8.3)
  911. Testing inliers: I (17.24) I (17.01) I (17.19) I (16.93)
  912.  
  913. Training model with parameters kernelSigma=.9, teacherNu=.3, teacherTolerance=0.0001
  914. Training complete - error is 1257.76
  915. Testing outliers: I (12.76) I (12.76) I (12.76) I (12.76) I (12.76) I (12.76)
  916. Testing inliers: I (26.26) I (25.92) I (26.18) I (25.79)
  917.  
  918. Training model with parameters kernelSigma=.9, teacherNu=.4, teacherTolerance=0.0001
  919. Training complete - error is 1686.37
  920. Testing outliers: I (17.11) I (17.11) I (17.11) I (17.11) I (17.11) I (17.11)
  921. Testing inliers: I (35.21) I (34.76) I (35.11) I (34.58)
  922.  
  923. Training model with parameters kernelSigma=.9, teacherNu=.5, teacherTolerance=0.0001
  924. Training complete - error is 2129.65
  925. Testing outliers: I (21.73) I (21.73) I (21.73) I (21.73) I (21.73) I (21.73)
  926. Testing inliers: I (44.47) I (43.89) I (44.34) I (43.67)
  927.  
  928. Training model with parameters kernelSigma=.9, teacherNu=.6, teacherTolerance=0.0001
  929. Training complete - error is 2590.38
  930. Testing outliers: I (26.66) I (26.66) I (26.66) I (26.66) I (26.66) I (26.66)
  931. Testing inliers: I (54.09) I (53.39) I (53.93) I (53.12)
  932.  
  933. Training model with parameters kernelSigma=.9, teacherNu=.7, teacherTolerance=0.0001
  934. Training complete - error is 3038.34
  935. Testing outliers: I (31.27) I (31.27) I (31.27) I (31.27) I (31.27) I (31.27)
  936. Testing inliers: I (63.45) I (62.62) I (63.26) I (62.31)
  937.  
  938. Training model with parameters kernelSigma=.9, teacherNu=.8, teacherTolerance=0.0001
  939. Training complete - error is 3498.29
  940. Testing outliers: I (36.1) I (36.1) I (36.1) I (36.1) I (36.1) I (36.1)
  941. Testing inliers: I (73.06) I (72.1) I (72.84) I (71.74)
  942.  
  943. Training model with parameters kernelSigma=.9, teacherNu=.9, teacherTolerance=0.0001
  944. Training complete - error is 3990.24
  945. Testing outliers: I (41.54) I (41.54) I (41.54) I (41.54) I (41.54) I (41.54)
  946. Testing inliers: I (83.33) I (82.24) I (83.08) I (81.83)
  947.  
  948. Training model with parameters kernelSigma=.9, teacherNu=1, teacherTolerance=0.0001
  949. Training complete - error is 4468.66
  950. Testing outliers: I (46.66) I (46.66) I (46.66) I (46.66) I (46.66) I (46.66)
  951. Testing inliers: I (93.32) I (92.1) I (93.05) I (91.64)
  952.  
  953. Training model with parameters kernelSigma=1, teacherNu=.1, teacherTolerance=0.0001
  954. Training complete - error is 420.32
  955. Testing outliers: I (4.24) I (4.24) I (4.24) I (4.24) I (4.24) I (4.24)
  956. Testing inliers: I (8.74) I (8.65) I (8.72) I (8.61)
  957.  
  958. Training model with parameters kernelSigma=1, teacherNu=.2, teacherTolerance=0.0001
  959. Training complete - error is 848.83
  960. Testing outliers: I (8.56) I (8.56) I (8.56) I (8.56) I (8.56) I (8.56)
  961. Testing inliers: I (17.65) I (17.46) I (17.61) I (17.39)
  962.  
  963. Training model with parameters kernelSigma=1, teacherNu=.3, teacherTolerance=0.0001
  964. Training complete - error is 1289.62
  965. Testing outliers: I (13.1) I (13.1) I (13.1) I (13.1) I (13.1) I (13.1)
  966. Testing inliers: I (26.82) I (26.53) I (26.75) I (26.42)
  967.  
  968. Training model with parameters kernelSigma=1, teacherNu=.4, teacherTolerance=0.0001
  969. Training complete - error is 1727.35
  970. Testing outliers: I (17.54) I (17.54) I (17.54) I (17.54) I (17.54) I (17.54)
  971. Testing inliers: I (35.92) I (35.54) I (35.84) I (35.39)
  972.  
  973. Training model with parameters kernelSigma=1, teacherNu=.5, teacherTolerance=0.0001
  974. Training complete - error is 2177.4
  975. Testing outliers: I (22.22) I (22.22) I (22.22) I (22.22) I (22.22) I (22.22)
  976. Testing inliers: I (45.28) I (44.8) I (45.17) I (44.61)
  977.  
  978. Training model with parameters kernelSigma=1, teacherNu=.6, teacherTolerance=0.0001
  979. Training complete - error is 2641.99
  980. Testing outliers: I (27.15) I (27.15) I (27.15) I (27.15) I (27.15) I (27.15)
  981. Testing inliers: I (54.94) I (54.36) I (54.81) I (54.13)
  982.  
  983. Training model with parameters kernelSigma=1, teacherNu=.7, teacherTolerance=0.0001
  984. Training complete - error is 3095.81
  985. Testing outliers: I (31.81) I (31.81) I (31.81) I (31.81) I (31.81) I (31.81)
  986. Testing inliers: I (64.38) I (63.7) I (64.23) I (63.43)
  987.  
  988. Training model with parameters kernelSigma=1, teacherNu=.8, teacherTolerance=0.0001
  989. Training complete - error is 3559.59
  990. Testing outliers: I (36.66) I (36.66) I (36.66) I (36.66) I (36.66) I (36.66)
  991. Testing inliers: I (74.03) I (73.24) I (73.85) I (72.94)
  992.  
  993. Training model with parameters kernelSigma=1, teacherNu=.9, teacherTolerance=0.0001
  994. Training complete - error is 4049.83
  995. Testing outliers: I (42.01) I (42.01) I (42.01) I (42.01) I (42.01) I (42.01)
  996. Testing inliers: I (84.22) I (83.32) I (84.02) I (82.98)
  997.  
  998. Training model with parameters kernelSigma=1, teacherNu=1, teacherTolerance=0.0001
  999. Training complete - error is 4528.72
  1000. Testing outliers: I (47.09) I (47.09) I (47.09) I (47.09) I (47.09) I (47.09)
  1001. Testing inliers: I (94.19) I (93.18) I (93.96) I (92.79)
  1002.  
  1003. Training model with parameters kernelSigma=.1, teacherNu=.1, teacherTolerance=0.001
  1004. Training complete - error is 43
  1005. Testing outliers: I (.44) I (.44) I (.44) I (.44) I (.44) I (.44)
  1006. Testing inliers: I (.88) I (.87) I (.88) I (.89)
  1007.  
  1008. Training model with parameters kernelSigma=.1, teacherNu=.2, teacherTolerance=0.001
  1009. Training complete - error is 85.99
  1010. Testing outliers: I (.88) I (.88) I (.88) I (.88) I (.88) I (.88)
  1011. Testing inliers: I (1.75) I (1.73) I (1.75) I (1.78)
  1012.  
  1013. Training model with parameters kernelSigma=.1, teacherNu=.3, teacherTolerance=0.001
  1014. Training complete - error is 129.68
  1015. Testing outliers: I (1.32) I (1.32) I (1.32) I (1.32) I (1.32) I (1.32)
  1016. Testing inliers: I (2.65) I (2.62) I (2.65) I (2.69)
  1017.  
  1018. Training model with parameters kernelSigma=.1, teacherNu=.4, teacherTolerance=0.001
  1019. Training complete - error is 175.97
  1020. Testing outliers: I (1.8) I (1.8) I (1.8) I (1.8) I (1.8) I (1.8)
  1021. Testing inliers: I (3.6) I (3.58) I (3.6) I (3.66)
  1022.  
  1023. Training model with parameters kernelSigma=.1, teacherNu=.5, teacherTolerance=0.001
  1024. Training complete - error is 222.4
  1025. Testing outliers: I (2.28) I (2.28) I (2.28) I (2.28) I (2.28) I (2.28)
  1026. Testing inliers: I (4.58) I (4.51) I (4.56) I (4.63)
  1027.  
  1028. Training model with parameters kernelSigma=.1, teacherNu=.6, teacherTolerance=0.001
  1029. Training complete - error is 269.2
  1030. Testing outliers: I (2.76) I (2.76) I (2.76) I (2.76) I (2.76) I (2.76)
  1031. Testing inliers: I (5.57) I (5.46) I (5.52) I (5.62)
  1032.  
  1033. Training model with parameters kernelSigma=.1, teacherNu=.7, teacherTolerance=0.001
  1034. Training complete - error is 331.79
  1035. Testing outliers: I (3.49) I (3.49) I (3.49) I (3.49) I (3.49) I (3.49)
  1036. Testing inliers: I (6.98) I (6.95) I (6.98) I (6.95)
  1037.  
  1038. Training model with parameters kernelSigma=.1, teacherNu=.8, teacherTolerance=0.001
  1039. Training complete - error is 397.82
  1040. Testing outliers: I (4.26) I (4.26) I (4.26) I (4.26) I (4.26) I (4.26)
  1041. Testing inliers: I (8.51) I (8.54) I (8.51) I (8.36)
  1042.  
  1043. Training model with parameters kernelSigma=.1, teacherNu=.9, teacherTolerance=0.001
  1044. Training complete - error is 464.15
  1045. Testing outliers: I (5.03) I (5.03) I (5.03) I (5.03) I (5.03) I (5.03)
  1046. Testing inliers: I (10.06) I (10.12) I (10.06) I (9.78)
  1047.  
  1048. Training model with parameters kernelSigma=.1, teacherNu=1, teacherTolerance=0.001
  1049. Training complete - error is 554.91
  1050. Testing outliers: I (6.28) I (6.28) I (6.28) I (6.28) I (6.28) I (6.28)
  1051. Testing inliers: I (12.56) I (12.33) I (12.53) I (11.63)
  1052.  
  1053. Training model with parameters kernelSigma=.2, teacherNu=.1, teacherTolerance=0.001
  1054. Training complete - error is 107.32
  1055. Testing outliers: I (1.07) I (1.07) I (1.07) I (1.07) I (1.07) I (1.07)
  1056. Testing inliers: I (2.14) I (2.24) I (2.17) I (2.19)
  1057.  
  1058. Training model with parameters kernelSigma=.2, teacherNu=.2, teacherTolerance=0.001
  1059. Training complete - error is 227.38
  1060. Testing outliers: I (2.29) I (2.29) I (2.29) I (2.29) I (2.29) I (2.29)
  1061. Testing inliers: I (4.59) I (4.78) I (4.65) I (4.69)
  1062.  
  1063. Training model with parameters kernelSigma=.2, teacherNu=.3, teacherTolerance=0.001
  1064. Training complete - error is 346.81
  1065. Testing outliers: I (3.5) I (3.5) I (3.5) I (3.5) I (3.5) I (3.5)
  1066. Testing inliers: I (7) I (7.3) I (7.09) I (7.14)
  1067.  
  1068. Training model with parameters kernelSigma=.2, teacherNu=.4, teacherTolerance=0.001
  1069. Training complete - error is 472.13
  1070. Testing outliers: I (4.78) I (4.78) I (4.78) I (4.78) I (4.78) I (4.78)
  1071. Testing inliers: I (9.56) I (9.96) I (9.69) I (9.77)
  1072.  
  1073. Training model with parameters kernelSigma=.2, teacherNu=.5, teacherTolerance=0.001
  1074. Training complete - error is 603.43
  1075. Testing outliers: I (6.14) I (6.14) I (6.14) I (6.14) I (6.14) I (6.14)
  1076. Testing inliers: I (12.27) I (12.76) I (12.45) I (12.57)
  1077.  
  1078. Training model with parameters kernelSigma=.2, teacherNu=.6, teacherTolerance=0.001
  1079. Training complete - error is 790.42
  1080. Testing outliers: I (8.37) I (8.37) I (8.37) I (8.37) I (8.37) I (8.37)
  1081. Testing inliers: I (16.67) I (16.84) I (16.78) I (16.46)
  1082.  
  1083. Training model with parameters kernelSigma=.2, teacherNu=.7, teacherTolerance=0.001
  1084. Training complete - error is 962.36
  1085. Testing outliers: I (10.25) I (10.25) I (10.25) I (10.25) I (10.25) I (10.25)
  1086. Testing inliers: I (20.68) I (20.64) I (20.76) I (20.11)
  1087.  
  1088. Training model with parameters kernelSigma=.2, teacherNu=.8, teacherTolerance=0.001
  1089. Training complete - error is 1161.21
  1090. Testing outliers: I (12.54) I (12.54) I (12.54) I (12.54) I (12.54) I (12.54)
  1091. Testing inliers: I (25.83) I (25.08) I (25.74) I (24.33)
  1092.  
  1093. Training model with parameters kernelSigma=.2, teacherNu=.9, teacherTolerance=0.001
  1094. Training complete - error is 1453.61
  1095. Testing outliers: I (16.57) I (16.57) I (16.57) I (16.57) I (16.57) I (16.57)
  1096. Testing inliers: I (33.54) I (31.55) I (33.14) I (30.43)
  1097.  
  1098. Training model with parameters kernelSigma=.2, teacherNu=1, teacherTolerance=0.001
  1099. Training complete - error is 1792.45
  1100. Testing outliers: I (21.41) I (21.41) I (21.41) I (21.41) I (21.41) I (21.41)
  1101. Testing inliers: I (42.82) I (39.07) I (41.95) I (37.47)
  1102.  
  1103. Training model with parameters kernelSigma=.3, teacherNu=.1, teacherTolerance=0.001
  1104. Training complete - error is 170.58
  1105. Testing outliers: I (1.7) I (1.7) I (1.7) I (1.7) I (1.7) I (1.7)
  1106. Testing inliers: I (3.61) I (3.56) I (3.6) I (3.51)
  1107.  
  1108. Training model with parameters kernelSigma=.3, teacherNu=.2, teacherTolerance=0.001
  1109. Training complete - error is 362.38
  1110. Testing outliers: I (3.55) I (3.55) I (3.55) I (3.55) I (3.55) I (3.55)
  1111. Testing inliers: I (7.84) I (7.62) I (7.8) I (7.49)
  1112.  
  1113. Training model with parameters kernelSigma=.3, teacherNu=.3, teacherTolerance=0.001
  1114. Training complete - error is 578.08
  1115. Testing outliers: I (5.77) I (5.77) I (5.77) I (5.77) I (5.77) I (5.77)
  1116. Testing inliers: I (12.68) I (12.21) I (12.58) I (11.98)
  1117.  
  1118. Training model with parameters kernelSigma=.3, teacherNu=.4, teacherTolerance=0.001
  1119. Training complete - error is 795.55
  1120. Testing outliers: I (7.92) I (7.92) I (7.92) I (7.92) I (7.92) I (7.92)
  1121. Testing inliers: I (17.64) I (16.87) I (17.47) I (16.52)
  1122.  
  1123. Training model with parameters kernelSigma=.3, teacherNu=.5, teacherTolerance=0.001
  1124. Training complete - error is 1046.57
  1125. Testing outliers: I (10.68) I (10.68) I (10.68) I (10.68) I (10.68) I (10.68)
  1126. Testing inliers: I (23.37) I (22.23) I (23.12) I (21.76)
  1127.  
  1128. Training model with parameters kernelSigma=.3, teacherNu=.6, teacherTolerance=0.001
  1129. Training complete - error is 1343.88
  1130. Testing outliers: I (14.21) I (14.21) I (14.21) I (14.21) I (14.21) I (14.21)
  1131. Testing inliers: I (30.2) I (28.6) I (29.84) I (27.95)
  1132.  
  1133. Training model with parameters kernelSigma=.3, teacherNu=.7, teacherTolerance=0.001
  1134. Training complete - error is 1626.41
  1135. Testing outliers: I (17.24) I (17.24) I (17.24) I (17.24) I (17.24) I (17.24)
  1136. Testing inliers: I (36.95) I (34.72) I (36.44) I (33.87)
  1137.  
  1138. Training model with parameters kernelSigma=.3, teacherNu=.8, teacherTolerance=0.001
  1139. Training complete - error is 1945.67
  1140. Testing outliers: I (20.96) I (20.96) I (20.96) I (20.96) I (20.96) I (20.96)
  1141. Testing inliers: I (44.52) I (41.62) I (43.85) I (40.54)
  1142.  
  1143. Training model with parameters kernelSigma=.3, teacherNu=.9, teacherTolerance=0.001
  1144. Training complete - error is 2389.11
  1145. Testing outliers: I (27) I (27) I (27) I (27) I (27) I (27)
  1146. Testing inliers: I (54.88) I (51.14) I (54) I (49.77)
  1147.  
  1148. Training model with parameters kernelSigma=.3, teacherNu=1, teacherTolerance=0.001
  1149. Training complete - error is 2816.83
  1150. Testing outliers: I (32.56) I (32.56) I (32.56) I (32.56) I (32.56) I (32.56)
  1151. Testing inliers: I (65.13) I (60.39) I (64.01) I (58.69)
  1152.  
  1153. Training model with parameters kernelSigma=.4, teacherNu=.1, teacherTolerance=0.001
  1154. Training complete - error is 240.77
  1155. Testing outliers: I (2.36) I (2.36) I (2.36) I (2.36) I (2.36) I (2.36)
  1156. Testing inliers: I (5.24) I (5.05) I (5.2) I (4.98)
  1157.  
  1158. Training model with parameters kernelSigma=.4, teacherNu=.2, teacherTolerance=0.001
  1159. Training complete - error is 503.82
  1160. Testing outliers: I (4.91) I (4.91) I (4.91) I (4.91) I (4.91) I (4.91)
  1161. Testing inliers: I (11.05) I (10.6) I (10.95) I (10.43)
  1162.  
  1163. Training model with parameters kernelSigma=.4, teacherNu=.3, teacherTolerance=0.001
  1164. Training complete - error is 797.62
  1165. Testing outliers: I (7.97) I (7.97) I (7.97) I (7.97) I (7.97) I (7.97)
  1166. Testing inliers: I (17.55) I (16.8) I (17.38) I (16.52)
  1167.  
  1168. Training model with parameters kernelSigma=.4, teacherNu=.4, teacherTolerance=0.001
  1169. Training complete - error is 1087.46
  1170. Testing outliers: I (10.86) I (10.86) I (10.86) I (10.86) I (10.86) I (10.86)
  1171. Testing inliers: I (24.03) I (22.94) I (23.78) I (22.54)
  1172.  
  1173. Training model with parameters kernelSigma=.4, teacherNu=.5, teacherTolerance=0.001
  1174. Training complete - error is 1412.48
  1175. Testing outliers: I (14.38) I (14.38) I (14.38) I (14.38) I (14.38) I (14.38)
  1176. Testing inliers: I (31.25) I (29.81) I (30.92) I (29.28)
  1177.  
  1178. Training model with parameters kernelSigma=.4, teacherNu=.6, teacherTolerance=0.001
  1179. Training complete - error is 1785.53
  1180. Testing outliers: I (18.75) I (18.75) I (18.75) I (18.75) I (18.75) I (18.75)
  1181. Testing inliers: I (39.54) I (37.69) I (39.12) I (37.01)
  1182.  
  1183. Training model with parameters kernelSigma=.4, teacherNu=.7, teacherTolerance=0.001
  1184. Training complete - error is 2133.12
  1185. Testing outliers: I (22.42) I (22.42) I (22.42) I (22.42) I (22.42) I (22.42)
  1186. Testing inliers: I (47.4) I (45.09) I (46.87) I (44.24)
  1187.  
  1188. Training model with parameters kernelSigma=.4, teacherNu=.8, teacherTolerance=0.001
  1189. Training complete - error is 2515.6
  1190. Testing outliers: I (26.75) I (26.75) I (26.75) I (26.75) I (26.75) I (26.75)
  1191. Testing inliers: I (56.01) I (53.21) I (55.37) I (52.18)
  1192.  
  1193. Training model with parameters kernelSigma=.4, teacherNu=.9, teacherTolerance=0.001
  1194. Training complete - error is 3002.95
  1195. Testing outliers: I (33.05) I (33.05) I (33.05) I (33.05) I (33.05) I (33.05)
  1196. Testing inliers: I (66.87) I (63.5) I (66.09) I (62.28)
  1197.  
  1198. Training model with parameters kernelSigma=.4, teacherNu=1, teacherTolerance=0.001
  1199. Training complete - error is 3460.85
  1200. Testing outliers: I (38.6) I (38.6) I (38.6) I (38.6) I (38.6) I (38.6)
  1201. Testing inliers: I (77.21) I (73.23) I (76.28) I (71.79)
  1202.  
  1203. Training model with parameters kernelSigma=.5, teacherNu=.1, teacherTolerance=0.001
  1204. Training complete - error is 297.46
  1205. Testing outliers: I (2.93) I (2.93) I (2.93) I (2.93) I (2.93) I (2.93)
  1206. Testing inliers: I (6.42) I (6.21) I (6.37) I (6.14)
  1207.  
  1208. Training model with parameters kernelSigma=.5, teacherNu=.2, teacherTolerance=0.001
  1209. Training complete - error is 614.85
  1210. Testing outliers: I (6.05) I (6.05) I (6.05) I (6.05) I (6.05) I (6.05)
  1211. Testing inliers: I (13.31) I (12.86) I (13.21) I (12.7)
  1212.  
  1213. Training model with parameters kernelSigma=.5, teacherNu=.3, teacherTolerance=0.001
  1214. Training complete - error is 961.11
  1215. Testing outliers: I (9.65) I (9.65) I (9.65) I (9.65) I (9.65) I (9.65)
  1216. Testing inliers: I (20.82) I (20.11) I (20.66) I (19.85)
  1217.  
  1218. Training model with parameters kernelSigma=.5, teacherNu=.4, teacherTolerance=0.001
  1219. Training complete - error is 1301.98
  1220. Testing outliers: I (13.07) I (13.07) I (13.07) I (13.07) I (13.07) I (13.07)
  1221. Testing inliers: I (28.25) I (27.26) I (28.02) I (26.89)
  1222.  
  1223. Training model with parameters kernelSigma=.5, teacherNu=.5, teacherTolerance=0.001
  1224. Training complete - error is 1673.98
  1225. Testing outliers: I (17.06) I (17.06) I (17.06) I (17.06) I (17.06) I (17.06)
  1226. Testing inliers: I (36.33) I (35.06) I (36.04) I (34.58)
  1227.  
  1228. Training model with parameters kernelSigma=.5, teacherNu=.6, teacherTolerance=0.001
  1229. Training complete - error is 2086.43
  1230. Testing outliers: I (21.76) I (21.76) I (21.76) I (21.76) I (21.76) I (21.76)
  1231. Testing inliers: I (45.28) I (43.69) I (44.92) I (43.1)
  1232.  
  1233. Training model with parameters kernelSigma=.5, teacherNu=.7, teacherTolerance=0.001
  1234. Training complete - error is 2473.8
  1235. Testing outliers: I (25.81) I (25.81) I (25.81) I (25.81) I (25.81) I (25.81)
  1236. Testing inliers: I (53.77) I (51.83) I (53.33) I (51.11)
  1237.  
  1238. Training model with parameters kernelSigma=.5, teacherNu=.8, teacherTolerance=0.001
  1239. Training complete - error is 2889.73
  1240. Testing outliers: I (30.4) I (30.4) I (30.4) I (30.4) I (30.4) I (30.4)
  1241. Testing inliers: I (62.85) I (60.56) I (62.33) I (59.71)
  1242.  
  1243. Training model with parameters kernelSigma=.5, teacherNu=.9, teacherTolerance=0.001
  1244. Training complete - error is 3387.07
  1245. Testing outliers: I (36.52) I (36.52) I (36.52) I (36.52) I (36.52) I (36.52)
  1246. Testing inliers: I (73.65) I (70.97) I (73.04) I (69.98)
  1247.  
  1248. Training model with parameters kernelSigma=.5, teacherNu=1, teacherTolerance=0.001
  1249. Training complete - error is 3856.23
  1250. Testing outliers: I (41.95) I (41.95) I (41.95) I (41.95) I (41.95) I (41.95)
  1251. Testing inliers: I (83.91) I (80.82) I (83.2) I (79.68)
  1252.  
  1253. Training model with parameters kernelSigma=.6, teacherNu=.1, teacherTolerance=0.001
  1254. Training complete - error is 339.26
  1255. Testing outliers: I (3.37) I (3.37) I (3.37) I (3.37) I (3.37) I (3.37)
  1256. Testing inliers: I (7.23) I (7.05) I (7.19) I (6.98)
  1257.  
  1258. Training model with parameters kernelSigma=.6, teacherNu=.2, teacherTolerance=0.001
  1259. Training complete - error is 695.35
  1260. Testing outliers: I (6.89) I (6.89) I (6.89) I (6.89) I (6.89) I (6.89)
  1261. Testing inliers: I (14.85) I (14.47) I (14.76) I (14.32)
  1262.  
  1263. Training model with parameters kernelSigma=.6, teacherNu=.3, teacherTolerance=0.001
  1264. Training complete - error is 1076.24
  1265. Testing outliers: I (10.85) I (10.85) I (10.85) I (10.85) I (10.85) I (10.85)
  1266. Testing inliers: I (22.99) I (22.39) I (22.86) I (22.17)
  1267.  
  1268. Training model with parameters kernelSigma=.6, teacherNu=.4, teacherTolerance=0.001
  1269. Training complete - error is 1451.84
  1270. Testing outliers: I (14.63) I (14.63) I (14.63) I (14.63) I (14.63) I (14.63)
  1271. Testing inliers: I (31.04) I (30.22) I (30.86) I (29.91)
  1272.  
  1273. Training model with parameters kernelSigma=.6, teacherNu=.5, teacherTolerance=0.001
  1274. Training complete - error is 1853.41
  1275. Testing outliers: I (18.9) I (18.9) I (18.9) I (18.9) I (18.9) I (18.9)
  1276. Testing inliers: I (39.63) I (38.58) I (39.39) I (38.18)
  1277.  
  1278. Training model with parameters kernelSigma=.6, teacherNu=.6, teacherTolerance=0.001
  1279. Training complete - error is 2287.56
  1280. Testing outliers: I (23.74) I (23.74) I (23.74) I (23.74) I (23.74) I (23.74)
  1281. Testing inliers: I (48.91) I (47.61) I (48.61) I (47.12)
  1282.  
  1283. Training model with parameters kernelSigma=.6, teacherNu=.7, teacherTolerance=0.001
  1284. Training complete - error is 2699.93
  1285. Testing outliers: I (28.02) I (28.02) I (28.02) I (28.02) I (28.02) I (28.02)
  1286. Testing inliers: I (57.76) I (56.21) I (57.41) I (55.63)
  1287.  
  1288. Training model with parameters kernelSigma=.6, teacherNu=.8, teacherTolerance=0.001
  1289. Training complete - error is 3134.98
  1290. Testing outliers: I (32.74) I (32.74) I (32.74) I (32.74) I (32.74) I (32.74)
  1291. Testing inliers: I (67.09) I (65.27) I (66.68) I (64.59)
  1292.  
  1293. Training model with parameters kernelSigma=.6, teacherNu=.9, teacherTolerance=0.001
  1294. Training complete - error is 3632.91
  1295. Testing outliers: I (38.63) I (38.63) I (38.63) I (38.63) I (38.63) I (38.63)
  1296. Testing inliers: I (77.73) I (75.63) I (77.25) I (74.85)
  1297.  
  1298. Training model with parameters kernelSigma=.6, teacherNu=1, teacherTolerance=0.001
  1299. Training complete - error is 4106.93
  1300. Testing outliers: I (43.95) I (43.95) I (43.95) I (43.95) I (43.95) I (43.95)
  1301. Testing inliers: I (87.9) I (85.51) I (87.35) I (84.62)
  1302.  
  1303. Training model with parameters kernelSigma=.7, teacherNu=.1, teacherTolerance=0.001
  1304. Training complete - error is 369.5
  1305. Testing outliers: I (3.69) I (3.69) I (3.69) I (3.69) I (3.69) I (3.69)
  1306. Testing inliers: I (7.81) I (7.65) I (7.77) I (7.59)
  1307.  
  1308. Training model with parameters kernelSigma=.7, teacherNu=.2, teacherTolerance=0.001
  1309. Training complete - error is 752.99
  1310. Testing outliers: I (7.51) I (7.51) I (7.51) I (7.51) I (7.51) I (7.51)
  1311. Testing inliers: I (15.92) I (15.6) I (15.85) I (15.48)
  1312.  
  1313. Training model with parameters kernelSigma=.7, teacherNu=.3, teacherTolerance=0.001
  1314. Training complete - error is 1157.24
  1315. Testing outliers: I (11.7) I (11.7) I (11.7) I (11.7) I (11.7) I (11.7)
  1316. Testing inliers: I (24.47) I (23.98) I (24.36) I (23.79)
  1317.  
  1318. Training model with parameters kernelSigma=.7, teacherNu=.4, teacherTolerance=0.001
  1319. Training complete - error is 1556.74
  1320. Testing outliers: I (15.74) I (15.74) I (15.74) I (15.74) I (15.74) I (15.74)
  1321. Testing inliers: I (32.93) I (32.26) I (32.78) I (32.01)
  1322.  
  1323. Training model with parameters kernelSigma=.7, teacherNu=.5, teacherTolerance=0.001
  1324. Training complete - error is 1977.61
  1325. Testing outliers: I (20.17) I (20.17) I (20.17) I (20.17) I (20.17) I (20.17)
  1326. Testing inliers: I (41.84) I (40.98) I (41.65) I (40.66)
  1327.  
  1328. Training model with parameters kernelSigma=.7, teacherNu=.6, teacherTolerance=0.001
  1329. Training complete - error is 2424.66
  1330. Testing outliers: I (25.07) I (25.07) I (25.07) I (25.07) I (25.07) I (25.07)
  1331. Testing inliers: I (51.29) I (50.24) I (51.05) I (49.85)
  1332.  
  1333. Training model with parameters kernelSigma=.7, teacherNu=.7, teacherTolerance=0.001
  1334. Training complete - error is 2853.42
  1335. Testing outliers: I (29.5) I (29.5) I (29.5) I (29.5) I (29.5) I (29.5)
  1336. Testing inliers: I (60.38) I (59.14) I (60.1) I (58.67)
  1337.  
  1338. Training model with parameters kernelSigma=.7, teacherNu=.8, teacherTolerance=0.001
  1339. Training complete - error is 3300.28
  1340. Testing outliers: I (34.28) I (34.28) I (34.28) I (34.28) I (34.28) I (34.28)
  1341. Testing inliers: I (69.85) I (68.4) I (69.52) I (67.86)
  1342.  
  1343. Training model with parameters kernelSigma=.7, teacherNu=.9, teacherTolerance=0.001
  1344. Training complete - error is 3796.4
  1345. Testing outliers: I (39.98) I (39.98) I (39.98) I (39.98) I (39.98) I (39.98)
  1346. Testing inliers: I (80.34) I (78.68) I (79.96) I (78.05)
  1347.  
  1348. Training model with parameters kernelSigma=.7, teacherNu=1, teacherTolerance=0.001
  1349. Training complete - error is 4272.79
  1350. Testing outliers: I (45.22) I (45.22) I (45.22) I (45.22) I (45.22) I (45.22)
  1351. Testing inliers: I (90.43) I (88.56) I (90.01) I (87.85)
  1352.  
  1353. Training model with parameters kernelSigma=.8, teacherNu=.1, teacherTolerance=0.001
  1354. Training complete - error is 391.57
  1355. Testing outliers: I (3.93) I (3.93) I (3.93) I (3.93) I (3.93) I (3.93)
  1356. Testing inliers: I (8.22) I (8.09) I (8.19) I (8.04)
  1357.  
  1358. Training model with parameters kernelSigma=.8, teacherNu=.2, teacherTolerance=0.001
  1359. Training complete - error is 794.75
  1360. Testing outliers: I (7.97) I (7.97) I (7.97) I (7.97) I (7.97) I (7.97)
  1361. Testing inliers: I (16.68) I (16.42) I (16.62) I (16.31)
  1362.  
  1363. Training model with parameters kernelSigma=.8, teacherNu=.3, teacherTolerance=0.001
  1364. Training complete - error is 1215.25
  1365. Testing outliers: I (12.31) I (12.31) I (12.31) I (12.31) I (12.31) I (12.31)
  1366. Testing inliers: I (25.51) I (25.1) I (25.42) I (24.95)
  1367.  
  1368. Training model with parameters kernelSigma=.8, teacherNu=.4, teacherTolerance=0.001
  1369. Training complete - error is 1631.63
  1370. Testing outliers: I (16.53) I (16.53) I (16.53) I (16.53) I (16.53) I (16.53)
  1371. Testing inliers: I (34.26) I (33.71) I (34.13) I (33.5)
  1372.  
  1373. Training model with parameters kernelSigma=.8, teacherNu=.5, teacherTolerance=0.001
  1374. Training complete - error is 2065.63
  1375. Testing outliers: I (21.07) I (21.07) I (21.07) I (21.07) I (21.07) I (21.07)
  1376. Testing inliers: I (43.37) I (42.67) I (43.21) I (42.41)
  1377.  
  1378. Training model with parameters kernelSigma=.8, teacherNu=.6, teacherTolerance=0.001
  1379. Training complete - error is 2520.86
  1380. Testing outliers: I (25.99) I (25.99) I (25.99) I (25.99) I (25.99) I (25.99)
  1381. Testing inliers: I (52.92) I (52.07) I (52.73) I (51.75)
  1382.  
  1383. Training model with parameters kernelSigma=.8, teacherNu=.7, teacherTolerance=0.001
  1384. Training complete - error is 2960.85
  1385. Testing outliers: I (30.53) I (30.53) I (30.53) I (30.53) I (30.53) I (30.53)
  1386. Testing inliers: I (62.18) I (61.17) I (61.95) I (60.79)
  1387.  
  1388. Training model with parameters kernelSigma=.8, teacherNu=.8, teacherTolerance=0.001
  1389. Training complete - error is 3415.45
  1390. Testing outliers: I (35.34) I (35.34) I (35.34) I (35.34) I (35.34) I (35.34)
  1391. Testing inliers: I (71.73) I (70.56) I (71.47) I (70.12)
  1392.  
  1393. Training model with parameters kernelSigma=.8, teacherNu=.9, teacherTolerance=0.001
  1394. Training complete - error is 3909.4
  1395. Testing outliers: I (40.9) I (40.9) I (40.9) I (40.9) I (40.9) I (40.9)
  1396. Testing inliers: I (82.09) I (80.76) I (81.79) I (80.26)
  1397.  
  1398. Training model with parameters kernelSigma=.8, teacherNu=1, teacherTolerance=0.001
  1399. Training complete - error is 4387.07
  1400. Testing outliers: I (46.06) I (46.06) I (46.06) I (46.06) I (46.06) I (46.06)
  1401. Testing inliers: I (92.13) I (90.63) I (91.79) I (90.07)
  1402.  
  1403. Training model with parameters kernelSigma=.9, teacherNu=.1, teacherTolerance=0.001
  1404. Training complete - error is 407.94
  1405. Testing outliers: I (4.1) I (4.1) I (4.1) I (4.1) I (4.1) I (4.1)
  1406. Testing inliers: I (8.51) I (8.41) I (8.49) I (8.36)
  1407.  
  1408. Training model with parameters kernelSigma=.9, teacherNu=.2, teacherTolerance=0.001
  1409. Training complete - error is 825.58
  1410. Testing outliers: I (8.3) I (8.3) I (8.3) I (8.3) I (8.3) I (8.3)
  1411. Testing inliers: I (17.24) I (17.01) I (17.19) I (16.93)
  1412.  
  1413. Training model with parameters kernelSigma=.9, teacherNu=.3, teacherTolerance=0.001
  1414. Training complete - error is 1257.76
  1415. Testing outliers: I (12.76) I (12.76) I (12.76) I (12.76) I (12.76) I (12.76)
  1416. Testing inliers: I (26.26) I (25.92) I (26.18) I (25.79)
  1417.  
  1418. Training model with parameters kernelSigma=.9, teacherNu=.4, teacherTolerance=0.001
  1419. Training complete - error is 1686.37
  1420. Testing outliers: I (17.11) I (17.11) I (17.11) I (17.11) I (17.11) I (17.11)
  1421. Testing inliers: I (35.21) I (34.76) I (35.11) I (34.58)
  1422.  
  1423. Training model with parameters kernelSigma=.9, teacherNu=.5, teacherTolerance=0.001
  1424. Training complete - error is 2129.65
  1425. Testing outliers: I (21.73) I (21.73) I (21.73) I (21.73) I (21.73) I (21.73)
  1426. Testing inliers: I (44.47) I (43.89) I (44.34) I (43.67)
  1427.  
  1428. Training model with parameters kernelSigma=.9, teacherNu=.6, teacherTolerance=0.001
  1429. Training complete - error is 2590.38
  1430. Testing outliers: I (26.66) I (26.66) I (26.66) I (26.66) I (26.66) I (26.66)
  1431. Testing inliers: I (54.09) I (53.39) I (53.93) I (53.12)
  1432.  
  1433. Training model with parameters kernelSigma=.9, teacherNu=.7, teacherTolerance=0.001
  1434. Training complete - error is 3038.34
  1435. Testing outliers: I (31.27) I (31.27) I (31.27) I (31.27) I (31.27) I (31.27)
  1436. Testing inliers: I (63.45) I (62.62) I (63.26) I (62.31)
  1437.  
  1438. Training model with parameters kernelSigma=.9, teacherNu=.8, teacherTolerance=0.001
  1439. Training complete - error is 3498.27
  1440. Testing outliers: I (36.1) I (36.1) I (36.1) I (36.1) I (36.1) I (36.1)
  1441. Testing inliers: I (73.06) I (72.1) I (72.84) I (71.74)
  1442.  
  1443. Training model with parameters kernelSigma=.9, teacherNu=.9, teacherTolerance=0.001
  1444. Training complete - error is 3990.24
  1445. Testing outliers: I (41.54) I (41.54) I (41.54) I (41.54) I (41.54) I (41.54)
  1446. Testing inliers: I (83.33) I (82.24) I (83.08) I (81.83)
  1447.  
  1448. Training model with parameters kernelSigma=.9, teacherNu=1, teacherTolerance=0.001
  1449. Training complete - error is 4468.66
  1450. Testing outliers: I (46.66) I (46.66) I (46.66) I (46.66) I (46.66) I (46.66)
  1451. Testing inliers: I (93.32) I (92.1) I (93.05) I (91.64)
  1452.  
  1453. Training model with parameters kernelSigma=1, teacherNu=.1, teacherTolerance=0.001
  1454. Training complete - error is 420.32
  1455. Testing outliers: I (4.24) I (4.24) I (4.24) I (4.24) I (4.24) I (4.24)
  1456. Testing inliers: I (8.74) I (8.65) I (8.72) I (8.61)
  1457.  
  1458. Training model with parameters kernelSigma=1, teacherNu=.2, teacherTolerance=0.001
  1459. Training complete - error is 848.83
  1460. Testing outliers: I (8.56) I (8.56) I (8.56) I (8.56) I (8.56) I (8.56)
  1461. Testing inliers: I (17.65) I (17.46) I (17.61) I (17.39)
  1462.  
  1463. Training model with parameters kernelSigma=1, teacherNu=.3, teacherTolerance=0.001
  1464. Training complete - error is 1289.62
  1465. Testing outliers: I (13.1) I (13.1) I (13.1) I (13.1) I (13.1) I (13.1)
  1466. Testing inliers: I (26.82) I (26.53) I (26.75) I (26.42)
  1467.  
  1468. Training model with parameters kernelSigma=1, teacherNu=.4, teacherTolerance=0.001
  1469. Training complete - error is 1727.35
  1470. Testing outliers: I (17.54) I (17.54) I (17.54) I (17.54) I (17.54) I (17.54)
  1471. Testing inliers: I (35.92) I (35.54) I (35.84) I (35.39)
  1472.  
  1473. Training model with parameters kernelSigma=1, teacherNu=.5, teacherTolerance=0.001
  1474. Training complete - error is 2177.4
  1475. Testing outliers: I (22.22) I (22.22) I (22.22) I (22.22) I (22.22) I (22.22)
  1476. Testing inliers: I (45.28) I (44.8) I (45.17) I (44.61)
  1477.  
  1478. Training model with parameters kernelSigma=1, teacherNu=.6, teacherTolerance=0.001
  1479. Training complete - error is 2641.99
  1480. Testing outliers: I (27.15) I (27.15) I (27.15) I (27.15) I (27.15) I (27.15)
  1481. Testing inliers: I (54.94) I (54.36) I (54.81) I (54.13)
  1482.  
  1483. Training model with parameters kernelSigma=1, teacherNu=.7, teacherTolerance=0.001
  1484. Training complete - error is 3095.81
  1485. Testing outliers: I (31.81) I (31.81) I (31.81) I (31.81) I (31.81) I (31.81)
  1486. Testing inliers: I (64.38) I (63.7) I (64.23) I (63.43)
  1487.  
  1488. Training model with parameters kernelSigma=1, teacherNu=.8, teacherTolerance=0.001
  1489. Training complete - error is 3559.57
  1490. Testing outliers: I (36.66) I (36.66) I (36.66) I (36.66) I (36.66) I (36.66)
  1491. Testing inliers: I (74.03) I (73.24) I (73.85) I (72.94)
  1492.  
  1493. Training model with parameters kernelSigma=1, teacherNu=.9, teacherTolerance=0.001
  1494. Training complete - error is 4049.83
  1495. Testing outliers: I (42.01) I (42.01) I (42.01) I (42.01) I (42.01) I (42.01)
  1496. Testing inliers: I (84.22) I (83.32) I (84.02) I (82.98)
  1497.  
  1498. Training model with parameters kernelSigma=1, teacherNu=1, teacherTolerance=0.001
  1499. Training complete - error is 4528.72
  1500. Testing outliers: I (47.09) I (47.09) I (47.09) I (47.09) I (47.09) I (47.09)
  1501. Testing inliers: I (94.19) I (93.18) I (93.96) I (92.79)
  1502.  
  1503. Training model with parameters kernelSigma=.1, teacherNu=.1, teacherTolerance=0.01
  1504. Training complete - error is 43.17
  1505. Testing outliers: I (.44) I (.44) I (.44) I (.44) I (.44) I (.44)
  1506. Testing inliers: I (.88) I (.87) I (.88) I (.9)
  1507.  
  1508. Training model with parameters kernelSigma=.1, teacherNu=.2, teacherTolerance=0.01
  1509. Training complete - error is 86.13
  1510. Testing outliers: I (.88) I (.88) I (.88) I (.88) I (.88) I (.88)
  1511. Testing inliers: I (1.76) I (1.73) I (1.76) I (1.79)
  1512.  
  1513. Training model with parameters kernelSigma=.1, teacherNu=.3, teacherTolerance=0.01
  1514. Training complete - error is 129.71
  1515. Testing outliers: I (1.32) I (1.32) I (1.32) I (1.32) I (1.32) I (1.32)
  1516. Testing inliers: I (2.65) I (2.62) I (2.65) I (2.7)
  1517.  
  1518. Training model with parameters kernelSigma=.1, teacherNu=.4, teacherTolerance=0.01
  1519. Training complete - error is 175.97
  1520. Testing outliers: I (1.8) I (1.8) I (1.8) I (1.8) I (1.8) I (1.8)
  1521. Testing inliers: I (3.59) I (3.57) I (3.59) I (3.66)
  1522.  
  1523. Training model with parameters kernelSigma=.1, teacherNu=.5, teacherTolerance=0.01
  1524. Training complete - error is 222.4
  1525. Testing outliers: I (2.28) I (2.28) I (2.28) I (2.28) I (2.28) I (2.28)
  1526. Testing inliers: I (4.58) I (4.51) I (4.55) I (4.64)
  1527.  
  1528. Training model with parameters kernelSigma=.1, teacherNu=.6, teacherTolerance=0.01
  1529. Training complete - error is 269.21
  1530. Testing outliers: I (2.76) I (2.76) I (2.76) I (2.76) I (2.76) I (2.76)
  1531. Testing inliers: I (5.57) I (5.46) I (5.51) I (5.62)
  1532.  
  1533. Training model with parameters kernelSigma=.1, teacherNu=.7, teacherTolerance=0.01
  1534. Training complete - error is 331.73
  1535. Testing outliers: I (3.49) I (3.49) I (3.49) I (3.49) I (3.49) I (3.49)
  1536. Testing inliers: I (6.98) I (6.95) I (6.97) I (6.95)
  1537.  
  1538. Training model with parameters kernelSigma=.1, teacherNu=.8, teacherTolerance=0.01
  1539. Training complete - error is 397.74
  1540. Testing outliers: I (4.26) I (4.26) I (4.26) I (4.26) I (4.26) I (4.26)
  1541. Testing inliers: I (8.52) I (8.53) I (8.51) I (8.36)
  1542.  
  1543. Training model with parameters kernelSigma=.1, teacherNu=.9, teacherTolerance=0.01
  1544. Training complete - error is 463.94
  1545. Testing outliers: I (5.03) I (5.03) I (5.03) I (5.03) I (5.03) I (5.03)
  1546. Testing inliers: I (10.05) I (10.12) I (10.06) I (9.77)
  1547.  
  1548. Training model with parameters kernelSigma=.1, teacherNu=1, teacherTolerance=0.01
  1549. Training complete - error is 554.91
  1550. Testing outliers: I (6.28) I (6.28) I (6.28) I (6.28) I (6.28) I (6.28)
  1551. Testing inliers: I (12.56) I (12.33) I (12.53) I (11.63)
  1552.  
  1553. Training model with parameters kernelSigma=.2, teacherNu=.1, teacherTolerance=0.01
  1554. Training complete - error is 107.36
  1555. Testing outliers: I (1.07) I (1.07) I (1.07) I (1.07) I (1.07) I (1.07)
  1556. Testing inliers: I (2.14) I (2.24) I (2.17) I (2.19)
  1557.  
  1558. Training model with parameters kernelSigma=.2, teacherNu=.2, teacherTolerance=0.01
  1559. Training complete - error is 227.41
  1560. Testing outliers: I (2.29) I (2.29) I (2.29) I (2.29) I (2.29) I (2.29)
  1561. Testing inliers: I (4.59) I (4.78) I (4.65) I (4.7)
  1562.  
  1563. Training model with parameters kernelSigma=.2, teacherNu=.3, teacherTolerance=0.01
  1564. Training complete - error is 346.82
  1565. Testing outliers: I (3.5) I (3.5) I (3.5) I (3.5) I (3.5) I (3.5)
  1566. Testing inliers: I (7) I (7.3) I (7.09) I (7.14)
  1567.  
  1568. Training model with parameters kernelSigma=.2, teacherNu=.4, teacherTolerance=0.01
  1569. Training complete - error is 472.06
  1570. Testing outliers: I (4.78) I (4.78) I (4.78) I (4.78) I (4.78) I (4.78)
  1571. Testing inliers: I (9.55) I (9.96) I (9.69) I (9.77)
  1572.  
  1573. Training model with parameters kernelSigma=.2, teacherNu=.5, teacherTolerance=0.01
  1574. Training complete - error is 603.26
  1575. Testing outliers: I (6.13) I (6.13) I (6.13) I (6.13) I (6.13) I (6.13)
  1576. Testing inliers: I (12.26) I (12.75) I (12.44) I (12.57)
  1577.  
  1578. Training model with parameters kernelSigma=.2, teacherNu=.6, teacherTolerance=0.01
  1579. Training complete - error is 790.42
  1580. Testing outliers: I (8.37) I (8.37) I (8.37) I (8.37) I (8.37) I (8.37)
  1581. Testing inliers: I (16.67) I (16.84) I (16.78) I (16.46)
  1582.  
  1583. Training model with parameters kernelSigma=.2, teacherNu=.7, teacherTolerance=0.01
  1584. Training complete - error is 962.36
  1585. Testing outliers: I (10.25) I (10.25) I (10.25) I (10.25) I (10.25) I (10.25)
  1586. Testing inliers: I (20.68) I (20.64) I (20.76) I (20.11)
  1587.  
  1588. Training model with parameters kernelSigma=.2, teacherNu=.8, teacherTolerance=0.01
  1589. Training complete - error is 1161.21
  1590. Testing outliers: I (12.54) I (12.54) I (12.54) I (12.54) I (12.54) I (12.54)
  1591. Testing inliers: I (25.83) I (25.08) I (25.74) I (24.33)
  1592.  
  1593. Training model with parameters kernelSigma=.2, teacherNu=.9, teacherTolerance=0.01
  1594. Training complete - error is 1453.67
  1595. Testing outliers: I (16.57) I (16.57) I (16.57) I (16.57) I (16.57) I (16.57)
  1596. Testing inliers: I (33.54) I (31.55) I (33.14) I (30.43)
  1597.  
  1598. Training model with parameters kernelSigma=.2, teacherNu=1, teacherTolerance=0.01
  1599. Training complete - error is 1792.45
  1600. Testing outliers: I (21.41) I (21.41) I (21.41) I (21.41) I (21.41) I (21.41)
  1601. Testing inliers: I (42.82) I (39.07) I (41.95) I (37.47)
  1602.  
  1603. Training model with parameters kernelSigma=.3, teacherNu=.1, teacherTolerance=0.01
  1604. Training complete - error is 170.58
  1605. Testing outliers: I (1.7) I (1.7) I (1.7) I (1.7) I (1.7) I (1.7)
  1606. Testing inliers: I (3.61) I (3.56) I (3.6) I (3.51)
  1607.  
  1608. Training model with parameters kernelSigma=.3, teacherNu=.2, teacherTolerance=0.01
  1609. Training complete - error is 362.38
  1610. Testing outliers: I (3.55) I (3.55) I (3.55) I (3.55) I (3.55) I (3.55)
  1611. Testing inliers: I (7.84) I (7.62) I (7.8) I (7.49)
  1612.  
  1613. Training model with parameters kernelSigma=.3, teacherNu=.3, teacherTolerance=0.01
  1614. Training complete - error is 578.08
  1615. Testing outliers: I (5.77) I (5.77) I (5.77) I (5.77) I (5.77) I (5.77)
  1616. Testing inliers: I (12.68) I (12.22) I (12.58) I (11.98)
  1617.  
  1618. Training model with parameters kernelSigma=.3, teacherNu=.4, teacherTolerance=0.01
  1619. Training complete - error is 795.49
  1620. Testing outliers: I (7.92) I (7.92) I (7.92) I (7.92) I (7.92) I (7.92)
  1621. Testing inliers: I (17.64) I (16.87) I (17.47) I (16.52)
  1622.  
  1623. Training model with parameters kernelSigma=.3, teacherNu=.5, teacherTolerance=0.01
  1624. Training complete - error is 1046.57
  1625. Testing outliers: I (10.68) I (10.68) I (10.68) I (10.68) I (10.68) I (10.68)
  1626. Testing inliers: I (23.37) I (22.24) I (23.12) I (21.76)
  1627.  
  1628. Training model with parameters kernelSigma=.3, teacherNu=.6, teacherTolerance=0.01
  1629. Training complete - error is 1343.88
  1630. Testing outliers: I (14.21) I (14.21) I (14.21) I (14.21) I (14.21) I (14.21)
  1631. Testing inliers: I (30.2) I (28.6) I (29.84) I (27.96)
  1632.  
  1633. Training model with parameters kernelSigma=.3, teacherNu=.7, teacherTolerance=0.01
  1634. Training complete - error is 1626.42
  1635. Testing outliers: I (17.24) I (17.24) I (17.24) I (17.24) I (17.24) I (17.24)
  1636. Testing inliers: I (36.95) I (34.73) I (36.44) I (33.87)
  1637.  
  1638. Training model with parameters kernelSigma=.3, teacherNu=.8, teacherTolerance=0.01
  1639. Training complete - error is 1945.67
  1640. Testing outliers: I (20.96) I (20.96) I (20.96) I (20.96) I (20.96) I (20.96)
  1641. Testing inliers: I (44.52) I (41.63) I (43.85) I (40.54)
  1642.  
  1643. Training model with parameters kernelSigma=.3, teacherNu=.9, teacherTolerance=0.01
  1644. Training complete - error is 2389.11
  1645. Testing outliers: I (27) I (27) I (27) I (27) I (27) I (27)
  1646. Testing inliers: I (54.88) I (51.14) I (54) I (49.77)
  1647.  
  1648. Training model with parameters kernelSigma=.3, teacherNu=1, teacherTolerance=0.01
  1649. Training complete - error is 2816.83
  1650. Testing outliers: I (32.56) I (32.56) I (32.56) I (32.56) I (32.56) I (32.56)
  1651. Testing inliers: I (65.13) I (60.39) I (64.01) I (58.69)
  1652.  
  1653. Training model with parameters kernelSigma=.4, teacherNu=.1, teacherTolerance=0.01
  1654. Training complete - error is 240.8
  1655. Testing outliers: I (2.36) I (2.36) I (2.36) I (2.36) I (2.36) I (2.36)
  1656. Testing inliers: I (5.24) I (5.05) I (5.2) I (4.97)
  1657.  
  1658. Training model with parameters kernelSigma=.4, teacherNu=.2, teacherTolerance=0.01
  1659. Training complete - error is 503.82
  1660. Testing outliers: I (4.91) I (4.91) I (4.91) I (4.91) I (4.91) I (4.91)
  1661. Testing inliers: I (11.05) I (10.61) I (10.95) I (10.43)
  1662.  
  1663. Training model with parameters kernelSigma=.4, teacherNu=.3, teacherTolerance=0.01
  1664. Training complete - error is 797.62
  1665. Testing outliers: I (7.97) I (7.97) I (7.97) I (7.97) I (7.97) I (7.97)
  1666. Testing inliers: I (17.55) I (16.81) I (17.38) I (16.52)
  1667.  
  1668. Training model with parameters kernelSigma=.4, teacherNu=.4, teacherTolerance=0.01
  1669. Training complete - error is 1087.45
  1670. Testing outliers: I (10.86) I (10.86) I (10.86) I (10.86) I (10.86) I (10.86)
  1671. Testing inliers: I (24.02) I (22.94) I (23.78) I (22.54)
  1672.  
  1673. Training model with parameters kernelSigma=.4, teacherNu=.5, teacherTolerance=0.01
  1674. Training complete - error is 1412.48
  1675. Testing outliers: I (14.38) I (14.38) I (14.38) I (14.38) I (14.38) I (14.38)
  1676. Testing inliers: I (31.25) I (29.81) I (30.93) I (29.27)
  1677.  
  1678. Training model with parameters kernelSigma=.4, teacherNu=.6, teacherTolerance=0.01
  1679. Training complete - error is 1785.54
  1680. Testing outliers: I (18.75) I (18.75) I (18.75) I (18.75) I (18.75) I (18.75)
  1681. Testing inliers: I (39.54) I (37.69) I (39.12) I (37.01)
  1682.  
  1683. Training model with parameters kernelSigma=.4, teacherNu=.7, teacherTolerance=0.01
  1684. Training complete - error is 2133.11
  1685. Testing outliers: I (22.42) I (22.42) I (22.42) I (22.42) I (22.42) I (22.42)
  1686. Testing inliers: I (47.4) I (45.09) I (46.87) I (44.24)
  1687.  
  1688. Training model with parameters kernelSigma=.4, teacherNu=.8, teacherTolerance=0.01
  1689. Training complete - error is 2515.6
  1690. Testing outliers: I (26.75) I (26.75) I (26.75) I (26.75) I (26.75) I (26.75)
  1691. Testing inliers: I (56.01) I (53.21) I (55.37) I (52.17)
  1692.  
  1693. Training model with parameters kernelSigma=.4, teacherNu=.9, teacherTolerance=0.01
  1694. Training complete - error is 3002.95
  1695. Testing outliers: I (33.05) I (33.05) I (33.05) I (33.05) I (33.05) I (33.05)
  1696. Testing inliers: I (66.87) I (63.5) I (66.09) I (62.28)
  1697.  
  1698. Training model with parameters kernelSigma=.4, teacherNu=1, teacherTolerance=0.01
  1699. Training complete - error is 3460.85
  1700. Testing outliers: I (38.6) I (38.6) I (38.6) I (38.6) I (38.6) I (38.6)
  1701. Testing inliers: I (77.21) I (73.23) I (76.28) I (71.79)
  1702.  
  1703. Training model with parameters kernelSigma=.5, teacherNu=.1, teacherTolerance=0.01
  1704. Training complete - error is 297.45
  1705. Testing outliers: I (2.93) I (2.93) I (2.93) I (2.93) I (2.93) I (2.93)
  1706. Testing inliers: I (6.42) I (6.21) I (6.37) I (6.13)
  1707.  
  1708. Training model with parameters kernelSigma=.5, teacherNu=.2, teacherTolerance=0.01
  1709. Training complete - error is 614.85
  1710. Testing outliers: I (6.05) I (6.05) I (6.05) I (6.05) I (6.05) I (6.05)
  1711. Testing inliers: I (13.31) I (12.86) I (13.21) I (12.7)
  1712.  
  1713. Training model with parameters kernelSigma=.5, teacherNu=.3, teacherTolerance=0.01
  1714. Training complete - error is 961.13
  1715. Testing outliers: I (9.65) I (9.65) I (9.65) I (9.65) I (9.65) I (9.65)
  1716. Testing inliers: I (20.82) I (20.12) I (20.66) I (19.85)
  1717.  
  1718. Training model with parameters kernelSigma=.5, teacherNu=.4, teacherTolerance=0.01
  1719. Training complete - error is 1301.98
  1720. Testing outliers: I (13.07) I (13.07) I (13.07) I (13.07) I (13.07) I (13.07)
  1721. Testing inliers: I (28.25) I (27.26) I (28.03) I (26.89)
  1722.  
  1723. Training model with parameters kernelSigma=.5, teacherNu=.5, teacherTolerance=0.01
  1724. Training complete - error is 1673.98
  1725. Testing outliers: I (17.06) I (17.06) I (17.06) I (17.06) I (17.06) I (17.06)
  1726. Testing inliers: I (36.33) I (35.06) I (36.04) I (34.58)
  1727.  
  1728. Training model with parameters kernelSigma=.5, teacherNu=.6, teacherTolerance=0.01
  1729. Training complete - error is 2086.44
  1730. Testing outliers: I (21.76) I (21.76) I (21.76) I (21.76) I (21.76) I (21.76)
  1731. Testing inliers: I (45.28) I (43.69) I (44.92) I (43.1)
  1732.  
  1733. Training model with parameters kernelSigma=.5, teacherNu=.7, teacherTolerance=0.01
  1734. Training complete - error is 2473.83
  1735. Testing outliers: I (25.81) I (25.81) I (25.81) I (25.81) I (25.81) I (25.81)
  1736. Testing inliers: I (53.77) I (51.83) I (53.33) I (51.12)
  1737.  
  1738. Training model with parameters kernelSigma=.5, teacherNu=.8, teacherTolerance=0.01
  1739. Training complete - error is 2889.52
  1740. Testing outliers: I (30.4) I (30.4) I (30.4) I (30.4) I (30.4) I (30.4)
  1741. Testing inliers: I (62.85) I (60.56) I (62.32) I (59.7)
  1742.  
  1743. Training model with parameters kernelSigma=.5, teacherNu=.9, teacherTolerance=0.01
  1744. Training complete - error is 3387.26
  1745. Testing outliers: I (36.52) I (36.52) I (36.52) I (36.52) I (36.52) I (36.52)
  1746. Testing inliers: I (73.65) I (70.97) I (73.04) I (69.97)
  1747.  
  1748. Training model with parameters kernelSigma=.5, teacherNu=1, teacherTolerance=0.01
  1749. Training complete - error is 3856.23
  1750. Testing outliers: I (41.95) I (41.95) I (41.95) I (41.95) I (41.95) I (41.95)
  1751. Testing inliers: I (83.91) I (80.82) I (83.2) I (79.68)
  1752.  
  1753. Training model with parameters kernelSigma=.6, teacherNu=.1, teacherTolerance=0.01
  1754. Training complete - error is 339.23
  1755. Testing outliers: I (3.37) I (3.37) I (3.37) I (3.37) I (3.37) I (3.37)
  1756. Testing inliers: I (7.23) I (7.06) I (7.19) I (6.98)
  1757.  
  1758. Training model with parameters kernelSigma=.6, teacherNu=.2, teacherTolerance=0.01
  1759. Training complete - error is 695.36
  1760. Testing outliers: I (6.89) I (6.89) I (6.89) I (6.89) I (6.89) I (6.89)
  1761. Testing inliers: I (14.85) I (14.47) I (14.76) I (14.33)
  1762.  
  1763. Training model with parameters kernelSigma=.6, teacherNu=.3, teacherTolerance=0.01
  1764. Training complete - error is 1076.24
  1765. Testing outliers: I (10.85) I (10.85) I (10.85) I (10.85) I (10.85) I (10.85)
  1766. Testing inliers: I (22.99) I (22.39) I (22.86) I (22.17)
  1767.  
  1768. Training model with parameters kernelSigma=.6, teacherNu=.4, teacherTolerance=0.01
  1769. Training complete - error is 1451.84
  1770. Testing outliers: I (14.63) I (14.63) I (14.63) I (14.63) I (14.63) I (14.63)
  1771. Testing inliers: I (31.04) I (30.22) I (30.85) I (29.91)
  1772.  
  1773. Training model with parameters kernelSigma=.6, teacherNu=.5, teacherTolerance=0.01
  1774. Training complete - error is 1853.65
  1775. Testing outliers: I (18.9) I (18.9) I (18.9) I (18.9) I (18.9) I (18.9)
  1776. Testing inliers: I (39.64) I (38.59) I (39.4) I (38.19)
  1777.  
  1778. Training model with parameters kernelSigma=.6, teacherNu=.6, teacherTolerance=0.01
  1779. Training complete - error is 2287.62
  1780. Testing outliers: I (23.74) I (23.74) I (23.74) I (23.74) I (23.74) I (23.74)
  1781. Testing inliers: I (48.91) I (47.61) I (48.61) I (47.13)
  1782.  
  1783. Training model with parameters kernelSigma=.6, teacherNu=.7, teacherTolerance=0.01
  1784. Training complete - error is 2699.85
  1785. Testing outliers: I (28.02) I (28.02) I (28.02) I (28.02) I (28.02) I (28.02)
  1786. Testing inliers: I (57.76) I (56.21) I (57.41) I (55.62)
  1787.  
  1788. Training model with parameters kernelSigma=.6, teacherNu=.8, teacherTolerance=0.01
  1789. Training complete - error is 3134.87
  1790. Testing outliers: I (32.73) I (32.73) I (32.73) I (32.73) I (32.73) I (32.73)
  1791. Testing inliers: I (67.09) I (65.27) I (66.68) I (64.59)
  1792.  
  1793. Training model with parameters kernelSigma=.6, teacherNu=.9, teacherTolerance=0.01
  1794. Training complete - error is 3633.04
  1795. Testing outliers: I (38.63) I (38.63) I (38.63) I (38.63) I (38.63) I (38.63)
  1796. Testing inliers: I (77.73) I (75.63) I (77.26) I (74.84)
  1797.  
  1798. Training model with parameters kernelSigma=.6, teacherNu=1, teacherTolerance=0.01
  1799. Training complete - error is 4106.93
  1800. Testing outliers: I (43.95) I (43.95) I (43.95) I (43.95) I (43.95) I (43.95)
  1801. Testing inliers: I (87.9) I (85.51) I (87.35) I (84.62)
  1802.  
  1803. Training model with parameters kernelSigma=.7, teacherNu=.1, teacherTolerance=0.01
  1804. Training complete - error is 369.46
  1805. Testing outliers: I (3.69) I (3.69) I (3.69) I (3.69) I (3.69) I (3.69)
  1806. Testing inliers: I (7.81) I (7.65) I (7.77) I (7.59)
  1807.  
  1808. Training model with parameters kernelSigma=.7, teacherNu=.2, teacherTolerance=0.01
  1809. Training complete - error is 753.01
  1810. Testing outliers: I (7.51) I (7.51) I (7.51) I (7.51) I (7.51) I (7.51)
  1811. Testing inliers: I (15.92) I (15.6) I (15.85) I (15.48)
  1812.  
  1813. Training model with parameters kernelSigma=.7, teacherNu=.3, teacherTolerance=0.01
  1814. Training complete - error is 1157.24
  1815. Testing outliers: I (11.7) I (11.7) I (11.7) I (11.7) I (11.7) I (11.7)
  1816. Testing inliers: I (24.47) I (23.98) I (24.36) I (23.79)
  1817.  
  1818. Training model with parameters kernelSigma=.7, teacherNu=.4, teacherTolerance=0.01
  1819. Training complete - error is 1556.58
  1820. Testing outliers: I (15.73) I (15.73) I (15.73) I (15.73) I (15.73) I (15.73)
  1821. Testing inliers: I (32.93) I (32.26) I (32.78) I (32)
  1822.  
  1823. Training model with parameters kernelSigma=.7, teacherNu=.5, teacherTolerance=0.01
  1824. Training complete - error is 1977.75
  1825. Testing outliers: I (20.17) I (20.17) I (20.17) I (20.17) I (20.17) I (20.17)
  1826. Testing inliers: I (41.84) I (40.99) I (41.65) I (40.66)
  1827.  
  1828. Training model with parameters kernelSigma=.7, teacherNu=.6, teacherTolerance=0.01
  1829. Training complete - error is 2424.69
  1830. Testing outliers: I (25.07) I (25.07) I (25.07) I (25.07) I (25.07) I (25.07)
  1831. Testing inliers: I (51.29) I (50.24) I (51.05) I (49.85)
  1832.  
  1833. Training model with parameters kernelSigma=.7, teacherNu=.7, teacherTolerance=0.01
  1834. Training complete - error is 2853.37
  1835. Testing outliers: I (29.5) I (29.5) I (29.5) I (29.5) I (29.5) I (29.5)
  1836. Testing inliers: I (60.38) I (59.14) I (60.1) I (58.67)
  1837.  
  1838. Training model with parameters kernelSigma=.7, teacherNu=.8, teacherTolerance=0.01
  1839. Training complete - error is 3300.21
  1840. Testing outliers: I (34.28) I (34.28) I (34.28) I (34.28) I (34.28) I (34.28)
  1841. Testing inliers: I (69.85) I (68.4) I (69.52) I (67.85)
  1842.  
  1843. Training model with parameters kernelSigma=.7, teacherNu=.9, teacherTolerance=0.01
  1844. Training complete - error is 3796.5
  1845. Testing outliers: I (39.98) I (39.98) I (39.98) I (39.98) I (39.98) I (39.98)
  1846. Testing inliers: I (80.34) I (78.68) I (79.97) I (78.05)
  1847.  
  1848. Training model with parameters kernelSigma=.7, teacherNu=1, teacherTolerance=0.01
  1849. Training complete - error is 4272.79
  1850. Testing outliers: I (45.22) I (45.22) I (45.22) I (45.22) I (45.22) I (45.22)
  1851. Testing inliers: I (90.43) I (88.56) I (90.01) I (87.85)
  1852.  
  1853. Training model with parameters kernelSigma=.8, teacherNu=.1, teacherTolerance=0.01
  1854. Training complete - error is 391.62
  1855. Testing outliers: I (3.93) I (3.93) I (3.93) I (3.93) I (3.93) I (3.93)
  1856. Testing inliers: I (8.22) I (8.09) I (8.19) I (8.04)
  1857.  
  1858. Training model with parameters kernelSigma=.8, teacherNu=.2, teacherTolerance=0.01
  1859. Training complete - error is 794.78
  1860. Testing outliers: I (7.97) I (7.97) I (7.97) I (7.97) I (7.97) I (7.97)
  1861. Testing inliers: I (16.68) I (16.42) I (16.62) I (16.32)
  1862.  
  1863. Training model with parameters kernelSigma=.8, teacherNu=.3, teacherTolerance=0.01
  1864. Training complete - error is 1215.25
  1865. Testing outliers: I (12.31) I (12.31) I (12.31) I (12.31) I (12.31) I (12.31)
  1866. Testing inliers: I (25.51) I (25.1) I (25.42) I (24.95)
  1867.  
  1868. Training model with parameters kernelSigma=.8, teacherNu=.4, teacherTolerance=0.01
  1869. Training complete - error is 1631.53
  1870. Testing outliers: I (16.53) I (16.53) I (16.53) I (16.53) I (16.53) I (16.53)
  1871. Testing inliers: I (34.26) I (33.7) I (34.13) I (33.5)
  1872.  
  1873. Training model with parameters kernelSigma=.8, teacherNu=.5, teacherTolerance=0.01
  1874. Training complete - error is 2065.71
  1875. Testing outliers: I (21.07) I (21.07) I (21.07) I (21.07) I (21.07) I (21.07)
  1876. Testing inliers: I (43.37) I (42.67) I (43.22) I (42.41)
  1877.  
  1878. Training model with parameters kernelSigma=.8, teacherNu=.6, teacherTolerance=0.01
  1879. Training complete - error is 2520.88
  1880. Testing outliers: I (25.99) I (25.99) I (25.99) I (25.99) I (25.99) I (25.99)
  1881. Testing inliers: I (52.92) I (52.07) I (52.73) I (51.75)
  1882.  
  1883. Training model with parameters kernelSigma=.8, teacherNu=.7, teacherTolerance=0.01
  1884. Training complete - error is 2960.82
  1885. Testing outliers: I (30.53) I (30.53) I (30.53) I (30.53) I (30.53) I (30.53)
  1886. Testing inliers: I (62.17) I (61.17) I (61.95) I (60.78)
  1887.  
  1888. Training model with parameters kernelSigma=.8, teacherNu=.8, teacherTolerance=0.01
  1889. Training complete - error is 3415.41
  1890. Testing outliers: I (35.34) I (35.34) I (35.34) I (35.34) I (35.34) I (35.34)
  1891. Testing inliers: I (71.73) I (70.56) I (71.46) I (70.12)
  1892.  
  1893. Training model with parameters kernelSigma=.8, teacherNu=.9, teacherTolerance=0.01
  1894. Training complete - error is 3909.47
  1895. Testing outliers: I (40.9) I (40.9) I (40.9) I (40.9) I (40.9) I (40.9)
  1896. Testing inliers: I (82.09) I (80.76) I (81.8) I (80.26)
  1897.  
  1898. Training model with parameters kernelSigma=.8, teacherNu=1, teacherTolerance=0.01
  1899. Training complete - error is 4387.07
  1900. Testing outliers: I (46.06) I (46.06) I (46.06) I (46.06) I (46.06) I (46.06)
  1901. Testing inliers: I (92.13) I (90.63) I (91.79) I (90.07)
  1902.  
  1903. Training model with parameters kernelSigma=.9, teacherNu=.1, teacherTolerance=0.01
  1904. Training complete - error is 407.94
  1905. Testing outliers: I (4.1) I (4.1) I (4.1) I (4.1) I (4.1) I (4.1)
  1906. Testing inliers: I (8.51) I (8.41) I (8.49) I (8.37)
  1907.  
  1908. Training model with parameters kernelSigma=.9, teacherNu=.2, teacherTolerance=0.01
  1909. Training complete - error is 825.59
  1910. Testing outliers: I (8.3) I (8.3) I (8.3) I (8.3) I (8.3) I (8.3)
  1911. Testing inliers: I (17.24) I (17.01) I (17.19) I (16.93)
  1912.  
  1913. Training model with parameters kernelSigma=.9, teacherNu=.3, teacherTolerance=0.01
  1914. Training complete - error is 1257.76
  1915. Testing outliers: I (12.76) I (12.76) I (12.76) I (12.76) I (12.76) I (12.76)
  1916. Testing inliers: I (26.26) I (25.92) I (26.18) I (25.8)
  1917.  
  1918. Training model with parameters kernelSigma=.9, teacherNu=.4, teacherTolerance=0.01
  1919. Training complete - error is 1686.31
  1920. Testing outliers: I (17.11) I (17.11) I (17.11) I (17.11) I (17.11) I (17.11)
  1921. Testing inliers: I (35.21) I (34.76) I (35.11) I (34.58)
  1922.  
  1923. Training model with parameters kernelSigma=.9, teacherNu=.5, teacherTolerance=0.01
  1924. Training complete - error is 2129.71
  1925. Testing outliers: I (21.73) I (21.73) I (21.73) I (21.73) I (21.73) I (21.73)
  1926. Testing inliers: I (44.47) I (43.89) I (44.34) I (43.67)
  1927.  
  1928. Training model with parameters kernelSigma=.9, teacherNu=.6, teacherTolerance=0.01
  1929. Training complete - error is 2590.4
  1930. Testing outliers: I (26.66) I (26.66) I (26.66) I (26.66) I (26.66) I (26.66)
  1931. Testing inliers: I (54.09) I (53.39) I (53.93) I (53.12)
  1932.  
  1933. Training model with parameters kernelSigma=.9, teacherNu=.7, teacherTolerance=0.01
  1934. Training complete - error is 3038.33
  1935. Testing outliers: I (31.27) I (31.27) I (31.27) I (31.27) I (31.27) I (31.27)
  1936. Testing inliers: I (63.45) I (62.62) I (63.26) I (62.31)
  1937.  
  1938. Training model with parameters kernelSigma=.9, teacherNu=.8, teacherTolerance=0.01
  1939. Training complete - error is 3498.27
  1940. Testing outliers: I (36.1) I (36.1) I (36.1) I (36.1) I (36.1) I (36.1)
  1941. Testing inliers: I (73.06) I (72.1) I (72.84) I (71.74)
  1942.  
  1943. Training model with parameters kernelSigma=.9, teacherNu=.9, teacherTolerance=0.01
  1944. Training complete - error is 3990.3
  1945. Testing outliers: I (41.54) I (41.54) I (41.54) I (41.54) I (41.54) I (41.54)
  1946. Testing inliers: I (83.33) I (82.24) I (83.08) I (81.83)
  1947.  
  1948. Training model with parameters kernelSigma=.9, teacherNu=1, teacherTolerance=0.01
  1949. Training complete - error is 4468.66
  1950. Testing outliers: I (46.66) I (46.66) I (46.66) I (46.66) I (46.66) I (46.66)
  1951. Testing inliers: I (93.32) I (92.1) I (93.05) I (91.64)
  1952.  
  1953. Training model with parameters kernelSigma=1, teacherNu=.1, teacherTolerance=0.01
  1954. Training complete - error is 420.37
  1955. Testing outliers: I (4.24) I (4.24) I (4.24) I (4.24) I (4.24) I (4.24)
  1956. Testing inliers: I (8.74) I (8.65) I (8.72) I (8.61)
  1957.  
  1958. Training model with parameters kernelSigma=1, teacherNu=.2, teacherTolerance=0.01
  1959. Training complete - error is 848.84
  1960. Testing outliers: I (8.56) I (8.56) I (8.56) I (8.56) I (8.56) I (8.56)
  1961. Testing inliers: I (17.65) I (17.47) I (17.61) I (17.4)
  1962.  
  1963. Training model with parameters kernelSigma=1, teacherNu=.3, teacherTolerance=0.01
  1964. Training complete - error is 1289.64
  1965. Testing outliers: I (13.1) I (13.1) I (13.1) I (13.1) I (13.1) I (13.1)
  1966. Testing inliers: I (26.82) I (26.53) I (26.75) I (26.43)
  1967.  
  1968. Training model with parameters kernelSigma=1, teacherNu=.4, teacherTolerance=0.01
  1969. Training complete - error is 1727.3
  1970. Testing outliers: I (17.54) I (17.54) I (17.54) I (17.54) I (17.54) I (17.54)
  1971. Testing inliers: I (35.92) I (35.54) I (35.84) I (35.39)
  1972.  
  1973. Training model with parameters kernelSigma=1, teacherNu=.5, teacherTolerance=0.01
  1974. Training complete - error is 2177.43
  1975. Testing outliers: I (22.22) I (22.22) I (22.22) I (22.22) I (22.22) I (22.22)
  1976. Testing inliers: I (45.28) I (44.8) I (45.17) I (44.62)
  1977.  
  1978. Training model with parameters kernelSigma=1, teacherNu=.6, teacherTolerance=0.01
  1979. Training complete - error is 2642.03
  1980. Testing outliers: I (27.15) I (27.15) I (27.15) I (27.15) I (27.15) I (27.15)
  1981. Testing inliers: I (54.94) I (54.36) I (54.81) I (54.13)
  1982.  
  1983. Training model with parameters kernelSigma=1, teacherNu=.7, teacherTolerance=0.01
  1984. Training complete - error is 3095.79
  1985. Testing outliers: I (31.81) I (31.81) I (31.81) I (31.81) I (31.81) I (31.81)
  1986. Testing inliers: I (64.38) I (63.7) I (64.23) I (63.43)
  1987.  
  1988. Training model with parameters kernelSigma=1, teacherNu=.8, teacherTolerance=0.01
  1989. Training complete - error is 3559.57
  1990. Testing outliers: I (36.66) I (36.66) I (36.66) I (36.66) I (36.66) I (36.66)
  1991. Testing inliers: I (74.03) I (73.24) I (73.85) I (72.94)
  1992.  
  1993. Training model with parameters kernelSigma=1, teacherNu=.9, teacherTolerance=0.01
  1994. Training complete - error is 4049.88
  1995. Testing outliers: I (42.01) I (42.01) I (42.01) I (42.01) I (42.01) I (42.01)
  1996. Testing inliers: I (84.22) I (83.32) I (84.02) I (82.98)
  1997.  
  1998. Training model with parameters kernelSigma=1, teacherNu=1, teacherTolerance=0.01
  1999. Training complete - error is 4528.72
  2000. Testing outliers: I (47.09) I (47.09) I (47.09) I (47.09) I (47.09) I (47.09)
  2001. Testing inliers: I (94.19) I (93.18) I (93.96) I (92.79)
  2002.  
  2003. Training model with parameters kernelSigma=.1, teacherNu=.1, teacherTolerance=0.1
  2004. Training complete - error is 43.52
  2005. Testing outliers: I (.45) I (.45) I (.45) I (.45) I (.45) I (.45)
  2006. Testing inliers: I (.88) I (.84) I (.87) I (.96)
  2007.  
  2008. Training model with parameters kernelSigma=.1, teacherNu=.2, teacherTolerance=0.1
  2009. Training complete - error is 86.64
  2010. Testing outliers: I (.88) I (.88) I (.88) I (.88) I (.88) I (.88)
  2011. Testing inliers: I (1.77) I (1.74) I (1.73) I (1.83)
  2012.  
  2013. Training model with parameters kernelSigma=.1, teacherNu=.3, teacherTolerance=0.1
  2014. Training complete - error is 130.54
  2015. Testing outliers: I (1.33) I (1.33) I (1.33) I (1.33) I (1.33) I (1.33)
  2016. Testing inliers: I (2.73) I (2.6) I (2.65) I (2.73)
  2017.  
  2018. Training model with parameters kernelSigma=.1, teacherNu=.4, teacherTolerance=0.1
  2019. Training complete - error is 175.68
  2020. Testing outliers: I (1.79) I (1.79) I (1.79) I (1.79) I (1.79) I (1.79)
  2021. Testing inliers: I (3.59) I (3.52) I (3.61) I (3.71)
  2022.  
  2023. Training model with parameters kernelSigma=.1, teacherNu=.5, teacherTolerance=0.1
  2024. Training complete - error is 222.76
  2025. Testing outliers: I (2.28) I (2.28) I (2.28) I (2.28) I (2.28) I (2.28)
  2026. Testing inliers: I (4.61) I (4.52) I (4.53) I (4.71)
  2027.  
  2028. Training model with parameters kernelSigma=.1, teacherNu=.6, teacherTolerance=0.1
  2029. Training complete - error is 268.92
  2030. Testing outliers: I (2.75) I (2.75) I (2.75) I (2.75) I (2.75) I (2.75)
  2031. Testing inliers: I (5.53) I (5.42) I (5.49) I (5.64)
  2032.  
  2033. Training model with parameters kernelSigma=.1, teacherNu=.7, teacherTolerance=0.1
  2034. Training complete - error is 331.37
  2035. Testing outliers: I (3.48) I (3.48) I (3.48) I (3.48) I (3.48) I (3.48)
  2036. Testing inliers: I (6.99) I (6.92) I (6.94) I (6.92)
  2037.  
  2038. Training model with parameters kernelSigma=.1, teacherNu=.8, teacherTolerance=0.1
  2039. Training complete - error is 397.03
  2040. Testing outliers: I (4.24) I (4.24) I (4.24) I (4.24) I (4.24) I (4.24)
  2041. Testing inliers: I (8.52) I (8.47) I (8.5) I (8.36)
  2042.  
  2043. Training model with parameters kernelSigma=.1, teacherNu=.9, teacherTolerance=0.1
  2044. Training complete - error is 463.54
  2045. Testing outliers: I (5.02) I (5.02) I (5.02) I (5.02) I (5.02) I (5.02)
  2046. Testing inliers: I (10.04) I (10.1) I (10.05) I (9.75)
  2047.  
  2048. Training model with parameters kernelSigma=.1, teacherNu=1, teacherTolerance=0.1
  2049. Training complete - error is 554.91
  2050. Testing outliers: I (6.28) I (6.28) I (6.28) I (6.28) I (6.28) I (6.28)
  2051. Testing inliers: I (12.56) I (12.33) I (12.53) I (11.63)
  2052.  
  2053. Training model with parameters kernelSigma=.2, teacherNu=.1, teacherTolerance=0.1
  2054. Training complete - error is 107.55
  2055. Testing outliers: I (1.08) I (1.08) I (1.08) I (1.08) I (1.08) I (1.08)
  2056. Testing inliers: I (2.14) I (2.24) I (2.16) I (2.19)
  2057.  
  2058. Training model with parameters kernelSigma=.2, teacherNu=.2, teacherTolerance=0.1
  2059. Training complete - error is 227.7
  2060. Testing outliers: I (2.3) I (2.3) I (2.3) I (2.3) I (2.3) I (2.3)
  2061. Testing inliers: I (4.6) I (4.81) I (4.65) I (4.68)
  2062.  
  2063. Training model with parameters kernelSigma=.2, teacherNu=.3, teacherTolerance=0.1
  2064. Training complete - error is 347.14
  2065. Testing outliers: I (3.5) I (3.5) I (3.5) I (3.5) I (3.5) I (3.5)
  2066. Testing inliers: I (7.03) I (7.32) I (7.13) I (7.13)
  2067.  
  2068. Training model with parameters kernelSigma=.2, teacherNu=.4, teacherTolerance=0.1
  2069. Training complete - error is 470.3
  2070. Testing outliers: I (4.75) I (4.75) I (4.75) I (4.75) I (4.75) I (4.75)
  2071. Testing inliers: I (9.5) I (9.91) I (9.63) I (9.72)
  2072.  
  2073. Training model with parameters kernelSigma=.2, teacherNu=.5, teacherTolerance=0.1
  2074. Training complete - error is 600.49
  2075. Testing outliers: I (6.09) I (6.09) I (6.09) I (6.09) I (6.09) I (6.09)
  2076. Testing inliers: I (12.18) I (12.69) I (12.36) I (12.52)
  2077.  
  2078. Training model with parameters kernelSigma=.2, teacherNu=.6, teacherTolerance=0.1
  2079. Training complete - error is 790.78
  2080. Testing outliers: I (8.38) I (8.38) I (8.38) I (8.38) I (8.38) I (8.38)
  2081. Testing inliers: I (16.67) I (16.84) I (16.77) I (16.45)
  2082.  
  2083. Training model with parameters kernelSigma=.2, teacherNu=.7, teacherTolerance=0.1
  2084. Training complete - error is 962.81
  2085. Testing outliers: I (10.26) I (10.26) I (10.26) I (10.26) I (10.26) I (10.26)
  2086. Testing inliers: I (20.71) I (20.64) I (20.79) I (20.13)
  2087.  
  2088. Training model with parameters kernelSigma=.2, teacherNu=.8, teacherTolerance=0.1
  2089. Training complete - error is 1161.21
  2090. Testing outliers: I (12.54) I (12.54) I (12.54) I (12.54) I (12.54) I (12.54)
  2091. Testing inliers: I (25.83) I (25.08) I (25.75) I (24.28)
  2092.  
  2093. Training model with parameters kernelSigma=.2, teacherNu=.9, teacherTolerance=0.1
  2094. Training complete - error is 1454.64
  2095. Testing outliers: I (16.59) I (16.59) I (16.59) I (16.59) I (16.59) I (16.59)
  2096. Testing inliers: I (33.56) I (31.56) I (33.16) I (30.45)
  2097.  
  2098. Training model with parameters kernelSigma=.2, teacherNu=1, teacherTolerance=0.1
  2099. Training complete - error is 1792.45
  2100. Testing outliers: I (21.41) I (21.41) I (21.41) I (21.41) I (21.41) I (21.41)
  2101. Testing inliers: I (42.82) I (39.07) I (41.95) I (37.47)
  2102.  
  2103. Training model with parameters kernelSigma=.3, teacherNu=.1, teacherTolerance=0.1
  2104. Training complete - error is 171.65
  2105. Testing outliers: I (1.72) I (1.72) I (1.72) I (1.72) I (1.72) I (1.72)
  2106. Testing inliers: I (3.63) I (3.6) I (3.62) I (3.51)
  2107.  
  2108. Training model with parameters kernelSigma=.3, teacherNu=.2, teacherTolerance=0.1
  2109. Training complete - error is 362.05
  2110. Testing outliers: I (3.55) I (3.55) I (3.55) I (3.55) I (3.55) I (3.55)
  2111. Testing inliers: I (7.84) I (7.63) I (7.79) I (7.49)
  2112.  
  2113. Training model with parameters kernelSigma=.3, teacherNu=.3, teacherTolerance=0.1
  2114. Training complete - error is 578.39
  2115. Testing outliers: I (5.78) I (5.78) I (5.78) I (5.78) I (5.78) I (5.78)
  2116. Testing inliers: I (12.69) I (12.23) I (12.58) I (11.97)
  2117.  
  2118. Training model with parameters kernelSigma=.3, teacherNu=.4, teacherTolerance=0.1
  2119. Training complete - error is 793.3
  2120. Testing outliers: I (7.88) I (7.88) I (7.88) I (7.88) I (7.88) I (7.88)
  2121. Testing inliers: I (17.6) I (16.84) I (17.43) I (16.5)
  2122.  
  2123. Training model with parameters kernelSigma=.3, teacherNu=.5, teacherTolerance=0.1
  2124. Training complete - error is 1048.69
  2125. Testing outliers: I (10.72) I (10.72) I (10.72) I (10.72) I (10.72) I (10.72)
  2126. Testing inliers: I (23.41) I (22.31) I (23.16) I (21.81)
  2127.  
  2128. Training model with parameters kernelSigma=.3, teacherNu=.6, teacherTolerance=0.1
  2129. Training complete - error is 1344.61
  2130. Testing outliers: I (14.22) I (14.22) I (14.22) I (14.22) I (14.22) I (14.22)
  2131. Testing inliers: I (30.22) I (28.64) I (29.87) I (27.97)
  2132.  
  2133. Training model with parameters kernelSigma=.3, teacherNu=.7, teacherTolerance=0.1
  2134. Training complete - error is 1625.59
  2135. Testing outliers: I (17.22) I (17.22) I (17.22) I (17.22) I (17.22) I (17.22)
  2136. Testing inliers: I (36.93) I (34.71) I (36.43) I (33.86)
  2137.  
  2138. Training model with parameters kernelSigma=.3, teacherNu=.8, teacherTolerance=0.1
  2139. Training complete - error is 1944.41
  2140. Testing outliers: I (20.93) I (20.93) I (20.93) I (20.93) I (20.93) I (20.93)
  2141. Testing inliers: I (44.49) I (41.6) I (43.82) I (40.48)
  2142.  
  2143. Training model with parameters kernelSigma=.3, teacherNu=.9, teacherTolerance=0.1
  2144. Training complete - error is 2389.6
  2145. Testing outliers: I (27.01) I (27.01) I (27.01) I (27.01) I (27.01) I (27.01)
  2146. Testing inliers: I (54.89) I (51.13) I (54.02) I (49.76)
  2147.  
  2148. Training model with parameters kernelSigma=.3, teacherNu=1, teacherTolerance=0.1
  2149. Training complete - error is 2816.83
  2150. Testing outliers: I (32.56) I (32.56) I (32.56) I (32.56) I (32.56) I (32.56)
  2151. Testing inliers: I (65.13) I (60.39) I (64.01) I (58.69)
  2152.  
  2153. Training model with parameters kernelSigma=.4, teacherNu=.1, teacherTolerance=0.1
  2154. Training complete - error is 240.88
  2155. Testing outliers: I (2.36) I (2.36) I (2.36) I (2.36) I (2.36) I (2.36)
  2156. Testing inliers: I (5.24) I (5.04) I (5.2) I (4.97)
  2157.  
  2158. Training model with parameters kernelSigma=.4, teacherNu=.2, teacherTolerance=0.1
  2159. Training complete - error is 503.83
  2160. Testing outliers: I (4.91) I (4.91) I (4.91) I (4.91) I (4.91) I (4.91)
  2161. Testing inliers: I (11.05) I (10.6) I (10.95) I (10.46)
  2162.  
  2163. Training model with parameters kernelSigma=.4, teacherNu=.3, teacherTolerance=0.1
  2164. Training complete - error is 797.68
  2165. Testing outliers: I (7.97) I (7.97) I (7.97) I (7.97) I (7.97) I (7.97)
  2166. Testing inliers: I (17.56) I (16.83) I (17.38) I (16.54)
  2167.  
  2168. Training model with parameters kernelSigma=.4, teacherNu=.4, teacherTolerance=0.1
  2169. Training complete - error is 1086.39
  2170. Testing outliers: I (10.83) I (10.83) I (10.83) I (10.83) I (10.83) I (10.83)
  2171. Testing inliers: I (24) I (22.93) I (23.76) I (22.53)
  2172.  
  2173. Training model with parameters kernelSigma=.4, teacherNu=.5, teacherTolerance=0.1
  2174. Training complete - error is 1413.43
  2175. Testing outliers: I (14.4) I (14.4) I (14.4) I (14.4) I (14.4) I (14.4)
  2176. Testing inliers: I (31.27) I (29.84) I (30.94) I (29.3)
  2177.  
  2178. Training model with parameters kernelSigma=.4, teacherNu=.6, teacherTolerance=0.1
  2179. Training complete - error is 1785.53
  2180. Testing outliers: I (18.75) I (18.75) I (18.75) I (18.75) I (18.75) I (18.75)
  2181. Testing inliers: I (39.54) I (37.72) I (39.11) I (37.04)
  2182.  
  2183. Training model with parameters kernelSigma=.4, teacherNu=.7, teacherTolerance=0.1
  2184. Training complete - error is 2132.81
  2185. Testing outliers: I (22.41) I (22.41) I (22.41) I (22.41) I (22.41) I (22.41)
  2186. Testing inliers: I (47.4) I (45.08) I (46.87) I (44.23)
  2187.  
  2188. Training model with parameters kernelSigma=.4, teacherNu=.8, teacherTolerance=0.1
  2189. Training complete - error is 2515.12
  2190. Testing outliers: I (26.74) I (26.74) I (26.74) I (26.74) I (26.74) I (26.74)
  2191. Testing inliers: I (56) I (53.2) I (55.35) I (52.15)
  2192.  
  2193. Training model with parameters kernelSigma=.4, teacherNu=.9, teacherTolerance=0.1
  2194. Training complete - error is 3003.23
  2195. Testing outliers: I (33.05) I (33.05) I (33.05) I (33.05) I (33.05) I (33.05)
  2196. Testing inliers: I (66.87) I (63.5) I (66.1) I (62.27)
  2197.  
  2198. Training model with parameters kernelSigma=.4, teacherNu=1, teacherTolerance=0.1
  2199. Training complete - error is 3460.85
  2200. Testing outliers: I (38.6) I (38.6) I (38.6) I (38.6) I (38.6) I (38.6)
  2201. Testing inliers: I (77.21) I (73.23) I (76.28) I (71.79)
  2202.  
  2203. Training model with parameters kernelSigma=.5, teacherNu=.1, teacherTolerance=0.1
  2204. Training complete - error is 298.08
  2205. Testing outliers: I (2.94) I (2.94) I (2.94) I (2.94) I (2.94) I (2.94)
  2206. Testing inliers: I (6.43) I (6.24) I (6.37) I (6.17)
  2207.  
  2208. Training model with parameters kernelSigma=.5, teacherNu=.2, teacherTolerance=0.1
  2209. Training complete - error is 614.5
  2210. Testing outliers: I (6.04) I (6.04) I (6.04) I (6.04) I (6.04) I (6.04)
  2211. Testing inliers: I (13.3) I (12.89) I (13.19) I (12.73)
  2212.  
  2213. Training model with parameters kernelSigma=.5, teacherNu=.3, teacherTolerance=0.1
  2214. Training complete - error is 961.22
  2215. Testing outliers: I (9.65) I (9.65) I (9.65) I (9.65) I (9.65) I (9.65)
  2216. Testing inliers: I (20.82) I (20.1) I (20.67) I (19.84)
  2217.  
  2218. Training model with parameters kernelSigma=.5, teacherNu=.4, teacherTolerance=0.1
  2219. Training complete - error is 1301.45
  2220. Testing outliers: I (13.06) I (13.06) I (13.06) I (13.06) I (13.06) I (13.06)
  2221. Testing inliers: I (28.24) I (27.25) I (28.02) I (26.89)
  2222.  
  2223. Training model with parameters kernelSigma=.5, teacherNu=.5, teacherTolerance=0.1
  2224. Training complete - error is 1674.44
  2225. Testing outliers: I (17.07) I (17.07) I (17.07) I (17.07) I (17.07) I (17.07)
  2226. Testing inliers: I (36.34) I (35.07) I (36.05) I (34.59)
  2227.  
  2228. Training model with parameters kernelSigma=.5, teacherNu=.6, teacherTolerance=0.1
  2229. Training complete - error is 2086.38
  2230. Testing outliers: I (21.76) I (21.76) I (21.76) I (21.76) I (21.76) I (21.76)
  2231. Testing inliers: I (45.28) I (43.71) I (44.91) I (43.12)
  2232.  
  2233. Training model with parameters kernelSigma=.5, teacherNu=.7, teacherTolerance=0.1
  2234. Training complete - error is 2473.67
  2235. Testing outliers: I (25.81) I (25.81) I (25.81) I (25.81) I (25.81) I (25.81)
  2236. Testing inliers: I (53.77) I (51.83) I (53.33) I (51.11)
  2237.  
  2238. Training model with parameters kernelSigma=.5, teacherNu=.8, teacherTolerance=0.1
  2239. Training complete - error is 2889.52
  2240. Testing outliers: I (30.4) I (30.4) I (30.4) I (30.4) I (30.4) I (30.4)
  2241. Testing inliers: I (62.85) I (60.56) I (62.32) I (59.7)
  2242.  
  2243. Training model with parameters kernelSigma=.5, teacherNu=.9, teacherTolerance=0.1
  2244. Training complete - error is 3387.26
  2245. Testing outliers: I (36.52) I (36.52) I (36.52) I (36.52) I (36.52) I (36.52)
  2246. Testing inliers: I (73.65) I (70.97) I (73.04) I (69.97)
  2247.  
  2248. Training model with parameters kernelSigma=.5, teacherNu=1, teacherTolerance=0.1
  2249. Training complete - error is 3856.23
  2250. Testing outliers: I (41.95) I (41.95) I (41.95) I (41.95) I (41.95) I (41.95)
  2251. Testing inliers: I (83.91) I (80.82) I (83.2) I (79.68)
  2252.  
  2253. Training model with parameters kernelSigma=.6, teacherNu=.1, teacherTolerance=0.1
  2254. Training complete - error is 339.63
  2255. Testing outliers: I (3.38) I (3.38) I (3.38) I (3.38) I (3.38) I (3.38)
  2256. Testing inliers: I (7.24) I (7.07) I (7.19) I (7.01)
  2257.  
  2258. Training model with parameters kernelSigma=.6, teacherNu=.2, teacherTolerance=0.1
  2259. Training complete - error is 695.12
  2260. Testing outliers: I (6.89) I (6.89) I (6.89) I (6.89) I (6.89) I (6.89)
  2261. Testing inliers: I (14.85) I (14.45) I (14.77) I (14.3)
  2262.  
  2263. Training model with parameters kernelSigma=.6, teacherNu=.3, teacherTolerance=0.1
  2264. Training complete - error is 1076.55
  2265. Testing outliers: I (10.86) I (10.86) I (10.86) I (10.86) I (10.86) I (10.86)
  2266. Testing inliers: I (23) I (22.42) I (22.86) I (22.2)
  2267.  
  2268. Training model with parameters kernelSigma=.6, teacherNu=.4, teacherTolerance=0.1
  2269. Training complete - error is 1451.55
  2270. Testing outliers: I (14.63) I (14.63) I (14.63) I (14.63) I (14.63) I (14.63)
  2271. Testing inliers: I (31.04) I (30.21) I (30.85) I (29.91)
  2272.  
  2273. Training model with parameters kernelSigma=.6, teacherNu=.5, teacherTolerance=0.1
  2274. Training complete - error is 1853.65
  2275. Testing outliers: I (18.9) I (18.9) I (18.9) I (18.9) I (18.9) I (18.9)
  2276. Testing inliers: I (39.64) I (38.59) I (39.4) I (38.19)
  2277.  
  2278. Training model with parameters kernelSigma=.6, teacherNu=.6, teacherTolerance=0.1
  2279. Training complete - error is 2288.2
  2280. Testing outliers: I (23.75) I (23.75) I (23.75) I (23.75) I (23.75) I (23.75)
  2281. Testing inliers: I (48.92) I (47.64) I (48.63) I (47.12)
  2282.  
  2283. Training model with parameters kernelSigma=.6, teacherNu=.7, teacherTolerance=0.1
  2284. Training complete - error is 2699.85
  2285. Testing outliers: I (28.02) I (28.02) I (28.02) I (28.02) I (28.02) I (28.02)
  2286. Testing inliers: I (57.76) I (56.21) I (57.41) I (55.62)
  2287.  
  2288. Training model with parameters kernelSigma=.6, teacherNu=.8, teacherTolerance=0.1
  2289. Training complete - error is 3134.87
  2290. Testing outliers: I (32.73) I (32.73) I (32.73) I (32.73) I (32.73) I (32.73)
  2291. Testing inliers: I (67.09) I (65.27) I (66.68) I (64.59)
  2292.  
  2293. Training model with parameters kernelSigma=.6, teacherNu=.9, teacherTolerance=0.1
  2294. Training complete - error is 3633.04
  2295. Testing outliers: I (38.63) I (38.63) I (38.63) I (38.63) I (38.63) I (38.63)
  2296. Testing inliers: I (77.73) I (75.63) I (77.26) I (74.84)
  2297.  
  2298. Training model with parameters kernelSigma=.6, teacherNu=1, teacherTolerance=0.1
  2299. Training complete - error is 4106.93
  2300. Testing outliers: I (43.95) I (43.95) I (43.95) I (43.95) I (43.95) I (43.95)
  2301. Testing inliers: I (87.9) I (85.51) I (87.35) I (84.62)
  2302.  
  2303. Training model with parameters kernelSigma=.7, teacherNu=.1, teacherTolerance=0.1
  2304. Training complete - error is 369.74
  2305. Testing outliers: I (3.69) I (3.69) I (3.69) I (3.69) I (3.69) I (3.69)
  2306. Testing inliers: I (7.81) I (7.66) I (7.77) I (7.61)
  2307.  
  2308. Training model with parameters kernelSigma=.7, teacherNu=.2, teacherTolerance=0.1
  2309. Training complete - error is 753.85
  2310. Testing outliers: I (7.53) I (7.53) I (7.53) I (7.53) I (7.53) I (7.53)
  2311. Testing inliers: I (15.94) I (15.63) I (15.87) I (15.49)
  2312.  
  2313. Training model with parameters kernelSigma=.7, teacherNu=.3, teacherTolerance=0.1
  2314. Training complete - error is 1157.63
  2315. Testing outliers: I (11.71) I (11.71) I (11.71) I (11.71) I (11.71) I (11.71)
  2316. Testing inliers: I (24.48) I (23.97) I (24.37) I (23.8)
  2317.  
  2318. Training model with parameters kernelSigma=.7, teacherNu=.4, teacherTolerance=0.1
  2319. Training complete - error is 1556.58
  2320. Testing outliers: I (15.73) I (15.73) I (15.73) I (15.73) I (15.73) I (15.73)
  2321. Testing inliers: I (32.93) I (32.26) I (32.78) I (32)
  2322.  
  2323. Training model with parameters kernelSigma=.7, teacherNu=.5, teacherTolerance=0.1
  2324. Training complete - error is 1977.75
  2325. Testing outliers: I (20.17) I (20.17) I (20.17) I (20.17) I (20.17) I (20.17)
  2326. Testing inliers: I (41.84) I (40.99) I (41.65) I (40.66)
  2327.  
  2328. Training model with parameters kernelSigma=.7, teacherNu=.6, teacherTolerance=0.1
  2329. Training complete - error is 2425.11
  2330. Testing outliers: I (25.07) I (25.07) I (25.07) I (25.07) I (25.07) I (25.07)
  2331. Testing inliers: I (51.3) I (50.26) I (51.07) I (49.85)
  2332.  
  2333. Training model with parameters kernelSigma=.7, teacherNu=.7, teacherTolerance=0.1
  2334. Training complete - error is 2853.37
  2335. Testing outliers: I (29.5) I (29.5) I (29.5) I (29.5) I (29.5) I (29.5)
  2336. Testing inliers: I (60.38) I (59.14) I (60.1) I (58.67)
  2337.  
  2338. Training model with parameters kernelSigma=.7, teacherNu=.8, teacherTolerance=0.1
  2339. Training complete - error is 3300.21
  2340. Testing outliers: I (34.28) I (34.28) I (34.28) I (34.28) I (34.28) I (34.28)
  2341. Testing inliers: I (69.85) I (68.4) I (69.52) I (67.85)
  2342.  
  2343. Training model with parameters kernelSigma=.7, teacherNu=.9, teacherTolerance=0.1
  2344. Training complete - error is 3796.5
  2345. Testing outliers: I (39.98) I (39.98) I (39.98) I (39.98) I (39.98) I (39.98)
  2346. Testing inliers: I (80.34) I (78.68) I (79.97) I (78.05)
  2347.  
  2348. Training model with parameters kernelSigma=.7, teacherNu=1, teacherTolerance=0.1
  2349. Training complete - error is 4272.79
  2350. Testing outliers: I (45.22) I (45.22) I (45.22) I (45.22) I (45.22) I (45.22)
  2351. Testing inliers: I (90.43) I (88.56) I (90.01) I (87.85)
  2352.  
  2353. Training model with parameters kernelSigma=.8, teacherNu=.1, teacherTolerance=0.1
  2354. Training complete - error is 392.04
  2355. Testing outliers: I (3.94) I (3.94) I (3.94) I (3.94) I (3.94) I (3.94)
  2356. Testing inliers: I (8.22) I (8.09) I (8.2) I (8.04)
  2357.  
  2358. Training model with parameters kernelSigma=.8, teacherNu=.2, teacherTolerance=0.1
  2359. Training complete - error is 793.61
  2360. Testing outliers: I (7.94) I (7.94) I (7.94) I (7.94) I (7.94) I (7.94)
  2361. Testing inliers: I (16.66) I (16.38) I (16.61) I (16.28)
  2362.  
  2363. Training model with parameters kernelSigma=.8, teacherNu=.3, teacherTolerance=0.1
  2364. Training complete - error is 1215.44
  2365. Testing outliers: I (12.31) I (12.31) I (12.31) I (12.31) I (12.31) I (12.31)
  2366. Testing inliers: I (25.51) I (25.09) I (25.43) I (24.95)
  2367.  
  2368. Training model with parameters kernelSigma=.8, teacherNu=.4, teacherTolerance=0.1
  2369. Training complete - error is 1631.53
  2370. Testing outliers: I (16.53) I (16.53) I (16.53) I (16.53) I (16.53) I (16.53)
  2371. Testing inliers: I (34.26) I (33.7) I (34.13) I (33.5)
  2372.  
  2373. Training model with parameters kernelSigma=.8, teacherNu=.5, teacherTolerance=0.1
  2374. Training complete - error is 2065.71
  2375. Testing outliers: I (21.07) I (21.07) I (21.07) I (21.07) I (21.07) I (21.07)
  2376. Testing inliers: I (43.37) I (42.67) I (43.22) I (42.41)
  2377.  
  2378. Training model with parameters kernelSigma=.8, teacherNu=.6, teacherTolerance=0.1
  2379. Training complete - error is 2521.21
  2380. Testing outliers: I (26) I (26) I (26) I (26) I (26) I (26)
  2381. Testing inliers: I (52.93) I (52.06) I (52.75) I (51.75)
  2382.  
  2383. Training model with parameters kernelSigma=.8, teacherNu=.7, teacherTolerance=0.1
  2384. Training complete - error is 2960.82
  2385. Testing outliers: I (30.53) I (30.53) I (30.53) I (30.53) I (30.53) I (30.53)
  2386. Testing inliers: I (62.17) I (61.17) I (61.95) I (60.78)
  2387.  
  2388. Training model with parameters kernelSigma=.8, teacherNu=.8, teacherTolerance=0.1
  2389. Training complete - error is 3413.11
  2390. Testing outliers: I (35.3) I (35.3) I (35.3) I (35.3) I (35.3) I (35.3)
  2391. Testing inliers: I (71.68) I (70.48) I (71.44) I (70.01)
  2392.  
  2393. Training model with parameters kernelSigma=.8, teacherNu=.9, teacherTolerance=0.1
  2394. Training complete - error is 3909.47
  2395. Testing outliers: I (40.9) I (40.9) I (40.9) I (40.9) I (40.9) I (40.9)
  2396. Testing inliers: I (82.09) I (80.76) I (81.8) I (80.26)
  2397.  
  2398. Training model with parameters kernelSigma=.8, teacherNu=1, teacherTolerance=0.1
  2399. Training complete - error is 4387.07
  2400. Testing outliers: I (46.06) I (46.06) I (46.06) I (46.06) I (46.06) I (46.06)
  2401. Testing inliers: I (92.13) I (90.63) I (91.79) I (90.07)
  2402.  
  2403. Training model with parameters kernelSigma=.9, teacherNu=.1, teacherTolerance=0.1
  2404. Training complete - error is 408.29
  2405. Testing outliers: I (4.11) I (4.11) I (4.11) I (4.11) I (4.11) I (4.11)
  2406. Testing inliers: I (8.52) I (8.41) I (8.5) I (8.37)
  2407.  
  2408. Training model with parameters kernelSigma=.9, teacherNu=.2, teacherTolerance=0.1
  2409. Training complete - error is 824.56
  2410. Testing outliers: I (8.28) I (8.28) I (8.28) I (8.28) I (8.28) I (8.28)
  2411. Testing inliers: I (17.22) I (16.98) I (17.17) I (16.9)
  2412.  
  2413. Training model with parameters kernelSigma=.9, teacherNu=.3, teacherTolerance=0.1
  2414. Training complete - error is 1257.83
  2415. Testing outliers: I (12.76) I (12.76) I (12.76) I (12.76) I (12.76) I (12.76)
  2416. Testing inliers: I (26.26) I (25.91) I (26.19) I (25.79)
  2417.  
  2418. Training model with parameters kernelSigma=.9, teacherNu=.4, teacherTolerance=0.1
  2419. Training complete - error is 1684.16
  2420. Testing outliers: I (17.06) I (17.06) I (17.06) I (17.06) I (17.06) I (17.06)
  2421. Testing inliers: I (35.17) I (34.7) I (35.06) I (34.55)
  2422.  
  2423. Training model with parameters kernelSigma=.9, teacherNu=.5, teacherTolerance=0.1
  2424. Training complete - error is 2131.9
  2425. Testing outliers: I (21.77) I (21.77) I (21.77) I (21.77) I (21.77) I (21.77)
  2426. Testing inliers: I (44.52) I (43.91) I (44.4) I (43.69)
  2427.  
  2428. Training model with parameters kernelSigma=.9, teacherNu=.6, teacherTolerance=0.1
  2429. Training complete - error is 2590.65
  2430. Testing outliers: I (26.66) I (26.66) I (26.66) I (26.66) I (26.66) I (26.66)
  2431. Testing inliers: I (54.09) I (53.38) I (53.94) I (53.12)
  2432.  
  2433. Training model with parameters kernelSigma=.9, teacherNu=.7, teacherTolerance=0.1
  2434. Training complete - error is 3038.04
  2435. Testing outliers: I (31.26) I (31.26) I (31.26) I (31.26) I (31.26) I (31.26)
  2436. Testing inliers: I (63.44) I (62.58) I (63.28) I (62.25)
  2437.  
  2438. Training model with parameters kernelSigma=.9, teacherNu=.8, teacherTolerance=0.1
  2439. Training complete - error is 3496.43
  2440. Testing outliers: I (36.07) I (36.07) I (36.07) I (36.07) I (36.07) I (36.07)
  2441. Testing inliers: I (73.02) I (72.04) I (72.82) I (71.65)
  2442.  
  2443. Training model with parameters kernelSigma=.9, teacherNu=.9, teacherTolerance=0.1
  2444. Training complete - error is 3990.3
  2445. Testing outliers: I (41.54) I (41.54) I (41.54) I (41.54) I (41.54) I (41.54)
  2446. Testing inliers: I (83.33) I (82.24) I (83.08) I (81.83)
  2447.  
  2448. Training model with parameters kernelSigma=.9, teacherNu=1, teacherTolerance=0.1
  2449. Training complete - error is 4468.66
  2450. Testing outliers: I (46.66) I (46.66) I (46.66) I (46.66) I (46.66) I (46.66)
  2451. Testing inliers: I (93.32) I (92.1) I (93.05) I (91.64)
  2452.  
  2453. Training model with parameters kernelSigma=1, teacherNu=.1, teacherTolerance=0.1
  2454. Training complete - error is 420.57
  2455. Testing outliers: I (4.24) I (4.24) I (4.24) I (4.24) I (4.24) I (4.24)
  2456. Testing inliers: I (8.74) I (8.65) I (8.72) I (8.61)
  2457.  
  2458. Training model with parameters kernelSigma=1, teacherNu=.2, teacherTolerance=0.1
  2459. Training complete - error is 847.92
  2460. Testing outliers: I (8.54) I (8.54) I (8.54) I (8.54) I (8.54) I (8.54)
  2461. Testing inliers: I (17.63) I (17.43) I (17.59) I (17.37)
  2462.  
  2463. Training model with parameters kernelSigma=1, teacherNu=.3, teacherTolerance=0.1
  2464. Training complete - error is 1289.64
  2465. Testing outliers: I (13.1) I (13.1) I (13.1) I (13.1) I (13.1) I (13.1)
  2466. Testing inliers: I (26.82) I (26.52) I (26.76) I (26.42)
  2467.  
  2468. Training model with parameters kernelSigma=1, teacherNu=.4, teacherTolerance=0.1
  2469. Training complete - error is 1725.53
  2470. Testing outliers: I (17.5) I (17.5) I (17.5) I (17.5) I (17.5) I (17.5)
  2471. Testing inliers: I (35.89) I (35.49) I (35.8) I (35.37)
  2472.  
  2473. Training model with parameters kernelSigma=1, teacherNu=.5, teacherTolerance=0.1
  2474. Training complete - error is 2179.25
  2475. Testing outliers: I (22.25) I (22.25) I (22.25) I (22.25) I (22.25) I (22.25)
  2476. Testing inliers: I (45.32) I (44.81) I (45.22) I (44.63)
  2477.  
  2478. Training model with parameters kernelSigma=1, teacherNu=.6, teacherTolerance=0.1
  2479. Training complete - error is 2640.64
  2480. Testing outliers: I (27.12) I (27.12) I (27.12) I (27.12) I (27.12) I (27.12)
  2481. Testing inliers: I (54.91) I (54.32) I (54.79) I (54.08)
  2482.  
  2483. Training model with parameters kernelSigma=1, teacherNu=.7, teacherTolerance=0.1
  2484. Training complete - error is 3095.56
  2485. Testing outliers: I (31.81) I (31.81) I (31.81) I (31.81) I (31.81) I (31.81)
  2486. Testing inliers: I (64.38) I (63.66) I (64.24) I (63.39)
  2487.  
  2488. Training model with parameters kernelSigma=1, teacherNu=.8, teacherTolerance=0.1
  2489. Training complete - error is 3558.07
  2490. Testing outliers: I (36.63) I (36.63) I (36.63) I (36.63) I (36.63) I (36.63)
  2491. Testing inliers: I (74) I (73.19) I (73.84) I (72.87)
  2492.  
  2493. Training model with parameters kernelSigma=1, teacherNu=.9, teacherTolerance=0.1
  2494. Training complete - error is 4049.88
  2495. Testing outliers: I (42.01) I (42.01) I (42.01) I (42.01) I (42.01) I (42.01)
  2496. Testing inliers: I (84.22) I (83.32) I (84.02) I (82.98)
  2497.  
  2498. Training model with parameters kernelSigma=1, teacherNu=1, teacherTolerance=0.1
  2499. Training complete - error is 4528.72
  2500. Testing outliers: I (47.09) I (47.09) I (47.09) I (47.09) I (47.09) I (47.09)
  2501. Testing inliers: I (94.19) I (93.18) I (93.96) I (92.79)
  2502.  
  2503. Training model with parameters kernelSigma=.1, teacherNu=.1, teacherTolerance=1
  2504. Training complete - error is 48.97
  2505. Testing outliers: I (.59) I (.59) I (.59) I (.59) I (.59) I (.59)
  2506. Testing inliers: I (1.09) I (.98) I (.77) I (.87)
  2507.  
  2508. Training model with parameters kernelSigma=.1, teacherNu=.2, teacherTolerance=1
  2509. Training complete - error is 88.94
  2510. Testing outliers: I (.98) I (.98) I (.98) I (.98) I (.98) I (.98)
  2511. Testing inliers: I (1.69) I (1.57) I (1.52) I (2.07)
  2512.  
  2513. Training model with parameters kernelSigma=.1, teacherNu=.3, teacherTolerance=1
  2514. Training complete - error is 133.62
  2515. Testing outliers: I (1.39) I (1.39) I (1.39) I (1.39) I (1.39) I (1.39)
  2516. Testing inliers: I (3.04) I (2.63) I (2.66) I (2.43)
  2517.  
  2518. Training model with parameters kernelSigma=.1, teacherNu=.4, teacherTolerance=1
  2519. Training complete - error is 183.03
  2520. Testing outliers: I (1.92) I (1.92) I (1.92) I (1.92) I (1.92) I (1.92)
  2521. Testing inliers: I (3.92) I (3.6) I (3.85) I (3.64)
  2522.  
  2523. Training model with parameters kernelSigma=.1, teacherNu=.5, teacherTolerance=1
  2524. Training complete - error is 223.35
  2525. Testing outliers: I (2.28) I (2.28) I (2.28) I (2.28) I (2.28) I (2.28)
  2526. Testing inliers: I (4.68) I (4.64) I (4.97) I (4.52)
  2527.  
  2528. Training model with parameters kernelSigma=.1, teacherNu=.6, teacherTolerance=1
  2529. Training complete - error is 274.01
  2530. Testing outliers: I (2.85) I (2.85) I (2.85) I (2.85) I (2.85) I (2.85)
  2531. Testing inliers: I (5.71) I (5.27) I (5.41) I (5.33)
  2532.  
  2533. Training model with parameters kernelSigma=.1, teacherNu=.7, teacherTolerance=1
  2534. Training complete - error is 316.67
  2535. Testing outliers: I (3.16) I (3.16) I (3.16) I (3.16) I (3.16) I (3.16)
  2536. Testing inliers: I (6.8) I (6.77) I (6.49) I (6.26)
  2537.  
  2538. Training model with parameters kernelSigma=.1, teacherNu=.8, teacherTolerance=1
  2539. Training complete - error is 393.58
  2540. Testing outliers: I (4.17) I (4.17) I (4.17) I (4.17) I (4.17) I (4.17)
  2541. Testing inliers: I (8.26) I (8.42) I (8.08) I (8.26)
  2542.  
  2543. Training model with parameters kernelSigma=.1, teacherNu=.9, teacherTolerance=1
  2544. Training complete - error is 459.81
  2545. Testing outliers: I (4.94) I (4.94) I (4.94) I (4.94) I (4.94) I (4.94)
  2546. Testing inliers: I (9.59) I (10.25) I (9.84) I (9.29)
  2547.  
  2548. Training model with parameters kernelSigma=.1, teacherNu=1, teacherTolerance=1
  2549. Training complete - error is 554.91
  2550. Testing outliers: I (6.28) I (6.28) I (6.28) I (6.28) I (6.28) I (6.28)
  2551. Testing inliers: I (12.56) I (12.33) I (12.53) I (11.63)
  2552.  
  2553. Training model with parameters kernelSigma=.2, teacherNu=.1, teacherTolerance=1
  2554. Training complete - error is 119.73
  2555. Testing outliers: I (1.36) I (1.36) I (1.36) I (1.36) I (1.36) I (1.36)
  2556. Testing inliers: I (2.26) I (2.56) I (2.47) I (2.15)
  2557.  
  2558. Training model with parameters kernelSigma=.2, teacherNu=.2, teacherTolerance=1
  2559. Training complete - error is 216.87
  2560. Testing outliers: I (2.18) I (2.18) I (2.18) I (2.18) I (2.18) I (2.18)
  2561. Testing inliers: I (4.09) I (4.4) I (4.34) I (4.36)
  2562.  
  2563. Training model with parameters kernelSigma=.2, teacherNu=.3, teacherTolerance=1
  2564. Training complete - error is 350.77
  2565. Testing outliers: I (3.58) I (3.58) I (3.58) I (3.58) I (3.58) I (3.58)
  2566. Testing inliers: I (7.17) I (7.33) I (7.18) I (7.5)
  2567.  
  2568. Training model with parameters kernelSigma=.2, teacherNu=.4, teacherTolerance=1
  2569. Training complete - error is 468.03
  2570. Testing outliers: I (4.79) I (4.79) I (4.79) I (4.79) I (4.79) I (4.79)
  2571. Testing inliers: I (9.15) I (9.99) I (9.36) I (9.82)
  2572.  
  2573. Training model with parameters kernelSigma=.2, teacherNu=.5, teacherTolerance=1
  2574. Training complete - error is 600.49
  2575. Testing outliers: I (6.09) I (6.09) I (6.09) I (6.09) I (6.09) I (6.09)
  2576. Testing inliers: I (12.18) I (12.69) I (12.36) I (12.52)
  2577.  
  2578. Training model with parameters kernelSigma=.2, teacherNu=.6, teacherTolerance=1
  2579. Training complete - error is 788.45
  2580. Testing outliers: I (8.36) I (8.36) I (8.36) I (8.36) I (8.36) I (8.36)
  2581. Testing inliers: I (16.51) I (16.85) I (16.67) I (16.28)
  2582.  
  2583. Training model with parameters kernelSigma=.2, teacherNu=.7, teacherTolerance=1
  2584. Training complete - error is 983.01
  2585. Testing outliers: I (10.6) I (10.6) I (10.6) I (10.6) I (10.6) I (10.6)
  2586. Testing inliers: I (21.37) I (20.84) I (21.58) I (20.23)
  2587.  
  2588. Training model with parameters kernelSigma=.2, teacherNu=.8, teacherTolerance=1
  2589. Training complete - error is 1182.69
  2590. Testing outliers: I (12.97) I (12.97) I (12.97) I (12.97) I (12.97) I (12.97)
  2591. Testing inliers: I (26.31) I (25.28) I (26.42) I (24.26)
  2592.  
  2593. Training model with parameters kernelSigma=.2, teacherNu=.9, teacherTolerance=1
  2594. Training complete - error is 1427
  2595. Testing outliers: I (15.99) I (15.99) I (15.99) I (15.99) I (15.99) I (15.99)
  2596. Testing inliers: I (33.16) I (30.66) I (33.02) I (29.35)
  2597.  
  2598. Training model with parameters kernelSigma=.2, teacherNu=1, teacherTolerance=1
  2599. Training complete - error is 1792.45
  2600. Testing outliers: I (21.41) I (21.41) I (21.41) I (21.41) I (21.41) I (21.41)
  2601. Testing inliers: I (42.82) I (39.07) I (41.95) I (37.47)
  2602.  
  2603. Training model with parameters kernelSigma=.3, teacherNu=.1, teacherTolerance=1
  2604. Training complete - error is 191.11
  2605. Testing outliers: I (1.99) I (1.99) I (1.99) I (1.99) I (1.99) I (1.99)
  2606. Testing inliers: I (4.13) I (4.14) I (4.15) I (3.93)
  2607.  
  2608. Training model with parameters kernelSigma=.3, teacherNu=.2, teacherTolerance=1
  2609. Training complete - error is 370.3
  2610. Testing outliers: I (3.72) I (3.72) I (3.72) I (3.72) I (3.72) I (3.72)
  2611. Testing inliers: I (8) I (7.84) I (8) I (7.65)
  2612.  
  2613. Training model with parameters kernelSigma=.3, teacherNu=.3, teacherTolerance=1
  2614. Training complete - error is 578.69
  2615. Testing outliers: I (5.79) I (5.79) I (5.79) I (5.79) I (5.79) I (5.79)
  2616. Testing inliers: I (12.69) I (12.2) I (12.65) I (12)
  2617.  
  2618. Training model with parameters kernelSigma=.3, teacherNu=.4, teacherTolerance=1
  2619. Training complete - error is 811.02
  2620. Testing outliers: I (8.22) I (8.22) I (8.22) I (8.22) I (8.22) I (8.22)
  2621. Testing inliers: I (17.98) I (17.04) I (17.84) I (16.86)
  2622.  
  2623. Training model with parameters kernelSigma=.3, teacherNu=.5, teacherTolerance=1
  2624. Training complete - error is 1058.87
  2625. Testing outliers: I (10.93) I (10.93) I (10.93) I (10.93) I (10.93) I (10.93)
  2626. Testing inliers: I (23.62) I (22.33) I (23.44) I (21.88)
  2627.  
  2628. Training model with parameters kernelSigma=.3, teacherNu=.6, teacherTolerance=1
  2629. Training complete - error is 1349.14
  2630. Testing outliers: I (14.31) I (14.31) I (14.31) I (14.31) I (14.31) I (14.31)
  2631. Testing inliers: I (30.31) I (28.46) I (30.15) I (27.71)
  2632.  
  2633. Training model with parameters kernelSigma=.3, teacherNu=.7, teacherTolerance=1
  2634. Training complete - error is 1652.64
  2635. Testing outliers: I (17.77) I (17.77) I (17.77) I (17.77) I (17.77) I (17.77)
  2636. Testing inliers: I (37.49) I (35.12) I (37.15) I (34.15)
  2637.  
  2638. Training model with parameters kernelSigma=.3, teacherNu=.8, teacherTolerance=1
  2639. Training complete - error is 1932.87
  2640. Testing outliers: I (20.7) I (20.7) I (20.7) I (20.7) I (20.7) I (20.7)
  2641. Testing inliers: I (44.26) I (41.19) I (43.72) I (39.98)
  2642.  
  2643. Training model with parameters kernelSigma=.3, teacherNu=.9, teacherTolerance=1
  2644. Training complete - error is 2389.6
  2645. Testing outliers: I (27.01) I (27.01) I (27.01) I (27.01) I (27.01) I (27.01)
  2646. Testing inliers: I (54.89) I (51.13) I (54.02) I (49.76)
  2647.  
  2648. Training model with parameters kernelSigma=.3, teacherNu=1, teacherTolerance=1
  2649. Training complete - error is 2816.83
  2650. Testing outliers: I (32.56) I (32.56) I (32.56) I (32.56) I (32.56) I (32.56)
  2651. Testing inliers: I (65.13) I (60.39) I (64.01) I (58.69)
  2652.  
  2653. Training model with parameters kernelSigma=.4, teacherNu=.1, teacherTolerance=1
  2654. Training complete - error is 278.17
  2655. Testing outliers: I (2.96) I (2.96) I (2.96) I (2.96) I (2.96) I (2.96)
  2656. Testing inliers: I (6.08) I (5.57) I (6.19) I (5.48)
  2657.  
  2658. Training model with parameters kernelSigma=.4, teacherNu=.2, teacherTolerance=1
  2659. Training complete - error is 506.65
  2660. Testing outliers: I (4.97) I (4.97) I (4.97) I (4.97) I (4.97) I (4.97)
  2661. Testing inliers: I (11.11) I (10.66) I (11.04) I (10.46)
  2662.  
  2663. Training model with parameters kernelSigma=.4, teacherNu=.3, teacherTolerance=1
  2664. Training complete - error is 798.27
  2665. Testing outliers: I (7.98) I (7.98) I (7.98) I (7.98) I (7.98) I (7.98)
  2666. Testing inliers: I (17.57) I (16.78) I (17.43) I (16.5)
  2667.  
  2668. Training model with parameters kernelSigma=.4, teacherNu=.4, teacherTolerance=1
  2669. Training complete - error is 1088.54
  2670. Testing outliers: I (10.86) I (10.86) I (10.86) I (10.86) I (10.86) I (10.86)
  2671. Testing inliers: I (24.06) I (22.73) I (23.93) I (22.39)
  2672.  
  2673. Training model with parameters kernelSigma=.4, teacherNu=.5, teacherTolerance=1
  2674. Training complete - error is 1404.97
  2675. Testing outliers: I (14.21) I (14.21) I (14.21) I (14.21) I (14.21) I (14.21)
  2676. Testing inliers: I (31.11) I (29.31) I (30.98) I (28.77)
  2677.  
  2678. Training model with parameters kernelSigma=.4, teacherNu=.6, teacherTolerance=1
  2679. Training complete - error is 1796.95
  2680. Testing outliers: I (18.98) I (18.98) I (18.98) I (18.98) I (18.98) I (18.98)
  2681. Testing inliers: I (39.77) I (37.69) I (39.5) I (36.95)
  2682.  
  2683. Training model with parameters kernelSigma=.4, teacherNu=.7, teacherTolerance=1
  2684. Training complete - error is 2157.84
  2685. Testing outliers: I (22.9) I (22.9) I (22.9) I (22.9) I (22.9) I (22.9)
  2686. Testing inliers: I (47.92) I (45.3) I (47.59) I (44.29)
  2687.  
  2688. Training model with parameters kernelSigma=.4, teacherNu=.8, teacherTolerance=1
  2689. Training complete - error is 2507.41
  2690. Testing outliers: I (26.58) I (26.58) I (26.58) I (26.58) I (26.58) I (26.58)
  2691. Testing inliers: I (55.85) I (52.92) I (55.28) I (51.81)
  2692.  
  2693. Training model with parameters kernelSigma=.4, teacherNu=.9, teacherTolerance=1
  2694. Training complete - error is 3008.25
  2695. Testing outliers: I (33.14) I (33.14) I (33.14) I (33.14) I (33.14) I (33.14)
  2696. Testing inliers: I (66.99) I (63.52) I (66.27) I (62.25)
  2697.  
  2698. Training model with parameters kernelSigma=.4, teacherNu=1, teacherTolerance=1
  2699. Training complete - error is 3460.85
  2700. Testing outliers: I (38.6) I (38.6) I (38.6) I (38.6) I (38.6) I (38.6)
  2701. Testing inliers: I (77.21) I (73.23) I (76.28) I (71.79)
  2702.  
  2703. Training model with parameters kernelSigma=.5, teacherNu=.1, teacherTolerance=1
  2704. Training complete - error is 318.11
  2705. Testing outliers: I (3.26) I (3.26) I (3.26) I (3.26) I (3.26) I (3.26)
  2706. Testing inliers: I (6.87) I (6.38) I (6.91) I (6.37)
  2707.  
  2708. Training model with parameters kernelSigma=.5, teacherNu=.2, teacherTolerance=1
  2709. Training complete - error is 608.45
  2710. Testing outliers: I (5.91) I (5.91) I (5.91) I (5.91) I (5.91) I (5.91)
  2711. Testing inliers: I (13.18) I (12.76) I (13.1) I (12.54)
  2712.  
  2713. Training model with parameters kernelSigma=.5, teacherNu=.3, teacherTolerance=1
  2714. Training complete - error is 949.01
  2715. Testing outliers: I (9.4) I (9.4) I (9.4) I (9.4) I (9.4) I (9.4)
  2716. Testing inliers: I (20.57) I (19.73) I (20.55) I (19.35)
  2717.  
  2718. Training model with parameters kernelSigma=.5, teacherNu=.4, teacherTolerance=1
  2719. Training complete - error is 1341.55
  2720. Testing outliers: I (13.85) I (13.85) I (13.85) I (13.85) I (13.85) I (13.85)
  2721. Testing inliers: I (29.07) I (27.85) I (28.99) I (27.43)
  2722.  
  2723. Training model with parameters kernelSigma=.5, teacherNu=.5, teacherTolerance=1
  2724. Training complete - error is 1649.33
  2725. Testing outliers: I (16.53) I (16.53) I (16.53) I (16.53) I (16.53) I (16.53)
  2726. Testing inliers: I (35.84) I (34.28) I (35.7) I (33.76)
  2727.  
  2728. Training model with parameters kernelSigma=.5, teacherNu=.6, teacherTolerance=1
  2729. Training complete - error is 2094.54
  2730. Testing outliers: I (21.92) I (21.92) I (21.92) I (21.92) I (21.92) I (21.92)
  2731. Testing inliers: I (45.45) I (43.69) I (45.19) I (43.05)
  2732.  
  2733. Training model with parameters kernelSigma=.5, teacherNu=.7, teacherTolerance=1
  2734. Training complete - error is 2496.31
  2735. Testing outliers: I (26.27) I (26.27) I (26.27) I (26.27) I (26.27) I (26.27)
  2736. Testing inliers: I (54.23) I (52.22) I (53.86) I (51.42)
  2737.  
  2738. Training model with parameters kernelSigma=.5, teacherNu=.8, teacherTolerance=1
  2739. Training complete - error is 2884.15
  2740. Testing outliers: I (30.29) I (30.29) I (30.29) I (30.29) I (30.29) I (30.29)
  2741. Testing inliers: I (62.74) I (60.36) I (62.27) I (59.46)
  2742.  
  2743. Training model with parameters kernelSigma=.5, teacherNu=.9, teacherTolerance=1
  2744. Training complete - error is 3353.58
  2745. Testing outliers: I (35.81) I (35.81) I (35.81) I (35.81) I (35.81) I (35.81)
  2746. Testing inliers: I (72.98) I (70.18) I (72.47) I (69.05)
  2747.  
  2748. Training model with parameters kernelSigma=.5, teacherNu=1, teacherTolerance=1
  2749. Training complete - error is 3856.23
  2750. Testing outliers: I (41.95) I (41.95) I (41.95) I (41.95) I (41.95) I (41.95)
  2751. Testing inliers: I (83.91) I (80.82) I (83.2) I (79.68)
  2752.  
  2753. Training model with parameters kernelSigma=.6, teacherNu=.1, teacherTolerance=1
  2754. Training complete - error is 356.27
  2755. Testing outliers: I (3.64) I (3.64) I (3.64) I (3.64) I (3.64) I (3.64)
  2756. Testing inliers: I (7.6) I (7.2) I (7.63) I (7.19)
  2757.  
  2758. Training model with parameters kernelSigma=.6, teacherNu=.2, teacherTolerance=1
  2759. Training complete - error is 721.14
  2760. Testing outliers: I (7.4) I (7.4) I (7.4) I (7.4) I (7.4) I (7.4)
  2761. Testing inliers: I (15.38) I (14.78) I (15.4) I (14.63)
  2762.  
  2763. Training model with parameters kernelSigma=.6, teacherNu=.3, teacherTolerance=1
  2764. Training complete - error is 1066.22
  2765. Testing outliers: I (10.65) I (10.65) I (10.65) I (10.65) I (10.65) I (10.65)
  2766. Testing inliers: I (22.79) I (22.03) I (22.75) I (21.77)
  2767.  
  2768. Training model with parameters kernelSigma=.6, teacherNu=.4, teacherTolerance=1
  2769. Training complete - error is 1483.37
  2770. Testing outliers: I (15.26) I (15.26) I (15.26) I (15.26) I (15.26) I (15.26)
  2771. Testing inliers: I (31.69) I (30.69) I (31.61) I (30.34)
  2772.  
  2773. Training model with parameters kernelSigma=.6, teacherNu=.5, teacherTolerance=1
  2774. Training complete - error is 1848.07
  2775. Testing outliers: I (18.77) I (18.77) I (18.77) I (18.77) I (18.77) I (18.77)
  2776. Testing inliers: I (39.53) I (38.28) I (39.39) I (37.86)
  2777.  
  2778. Training model with parameters kernelSigma=.6, teacherNu=.6, teacherTolerance=1
  2779. Training complete - error is 2293.52
  2780. Testing outliers: I (23.86) I (23.86) I (23.86) I (23.86) I (23.86) I (23.86)
  2781. Testing inliers: I (49.03) I (47.61) I (48.81) I (47.08)
  2782.  
  2783. Training model with parameters kernelSigma=.6, teacherNu=.7, teacherTolerance=1
  2784. Training complete - error is 2687.38
  2785. Testing outliers: I (27.75) I (27.75) I (27.75) I (27.75) I (27.75) I (27.75)
  2786. Testing inliers: I (57.51) I (55.78) I (57.3) I (55.05)
  2787.  
  2788. Training model with parameters kernelSigma=.6, teacherNu=.8, teacherTolerance=1
  2789. Training complete - error is 3177.71
  2790. Testing outliers: I (33.6) I (33.6) I (33.6) I (33.6) I (33.6) I (33.6)
  2791. Testing inliers: I (67.96) I (66.06) I (67.61) I (65.33)
  2792.  
  2793. Training model with parameters kernelSigma=.6, teacherNu=.9, teacherTolerance=1
  2794. Training complete - error is 3607.16
  2795. Testing outliers: I (38.08) I (38.08) I (38.08) I (38.08) I (38.08) I (38.08)
  2796. Testing inliers: I (77.21) I (75.03) I (76.81) I (74.14)
  2797.  
  2798. Training model with parameters kernelSigma=.6, teacherNu=1, teacherTolerance=1
  2799. Training complete - error is 4106.93
  2800. Testing outliers: I (43.95) I (43.95) I (43.95) I (43.95) I (43.95) I (43.95)
  2801. Testing inliers: I (87.9) I (85.51) I (87.35) I (84.62)
  2802.  
  2803. Training model with parameters kernelSigma=.7, teacherNu=.1, teacherTolerance=1
  2804. Training complete - error is 383.42
  2805. Testing outliers: I (3.91) I (3.91) I (3.91) I (3.91) I (3.91) I (3.91)
  2806. Testing inliers: I (8.1) I (7.77) I (8.12) I (7.76)
  2807.  
  2808. Training model with parameters kernelSigma=.7, teacherNu=.2, teacherTolerance=1
  2809. Training complete - error is 773.93
  2810. Testing outliers: I (7.92) I (7.92) I (7.92) I (7.92) I (7.92) I (7.92)
  2811. Testing inliers: I (16.35) I (15.86) I (16.36) I (15.73)
  2812.  
  2813. Training model with parameters kernelSigma=.7, teacherNu=.3, teacherTolerance=1
  2814. Training complete - error is 1183.86
  2815. Testing outliers: I (12.24) I (12.24) I (12.24) I (12.24) I (12.24) I (12.24)
  2816. Testing inliers: I (25.02) I (24.31) I (25.06) I (23.99)
  2817.  
  2818. Training model with parameters kernelSigma=.7, teacherNu=.4, teacherTolerance=1
  2819. Training complete - error is 1589.77
  2820. Testing outliers: I (16.38) I (16.38) I (16.38) I (16.38) I (16.38) I (16.38)
  2821. Testing inliers: I (33.61) I (32.69) I (33.6) I (32.38)
  2822.  
  2823. Training model with parameters kernelSigma=.7, teacherNu=.5, teacherTolerance=1
  2824. Training complete - error is 2016.97
  2825. Testing outliers: I (20.95) I (20.95) I (20.95) I (20.95) I (20.95) I (20.95)
  2826. Testing inliers: I (42.65) I (41.67) I (42.55) I (41.25)
  2827.  
  2828. Training model with parameters kernelSigma=.7, teacherNu=.6, teacherTolerance=1
  2829. Training complete - error is 2429.19
  2830. Testing outliers: I (25.16) I (25.16) I (25.16) I (25.16) I (25.16) I (25.16)
  2831. Testing inliers: I (51.38) I (50.24) I (51.2) I (49.82)
  2832.  
  2833. Training model with parameters kernelSigma=.7, teacherNu=.7, teacherTolerance=1
  2834. Training complete - error is 2843.88
  2835. Testing outliers: I (29.3) I (29.3) I (29.3) I (29.3) I (29.3) I (29.3)
  2836. Testing inliers: I (60.19) I (58.81) I (60.01) I (58.23)
  2837.  
  2838. Training model with parameters kernelSigma=.7, teacherNu=.8, teacherTolerance=1
  2839. Training complete - error is 3334.17
  2840. Testing outliers: I (34.97) I (34.97) I (34.97) I (34.97) I (34.97) I (34.97)
  2841. Testing inliers: I (70.54) I (69.03) I (70.26) I (68.44)
  2842.  
  2843. Training model with parameters kernelSigma=.7, teacherNu=.9, teacherTolerance=1
  2844. Training complete - error is 3797.32
  2845. Testing outliers: I (39.98) I (39.98) I (39.98) I (39.98) I (39.98) I (39.98)
  2846. Testing inliers: I (80.36) I (78.59) I (80.04) I (77.93)
  2847.  
  2848. Training model with parameters kernelSigma=.7, teacherNu=1, teacherTolerance=1
  2849. Training complete - error is 4231.54
  2850. Testing outliers: I (44.37) I (44.37) I (44.37) I (44.37) I (44.37) I (44.37)
  2851. Testing inliers: I (89.59) I (87.72) I (89.17) I (87.01)
  2852.  
  2853. Training model with parameters kernelSigma=.8, teacherNu=.1, teacherTolerance=1
  2854. Training complete - error is 420.3
  2855. Testing outliers: I (4.42) I (4.42) I (4.42) I (4.42) I (4.42) I (4.42)
  2856. Testing inliers: I (8.81) I (8.47) I (8.91) I (8.34)
  2857.  
  2858. Training model with parameters kernelSigma=.8, teacherNu=.2, teacherTolerance=1
  2859. Training complete - error is 825.83
  2860. Testing outliers: I (8.57) I (8.57) I (8.57) I (8.57) I (8.57) I (8.57)
  2861. Testing inliers: I (17.32) I (16.82) I (17.41) I (16.6)
  2862.  
  2863. Training model with parameters kernelSigma=.8, teacherNu=.3, teacherTolerance=1
  2864. Training complete - error is 1236.55
  2865. Testing outliers: I (12.74) I (12.74) I (12.74) I (12.74) I (12.74) I (12.74)
  2866. Testing inliers: I (25.95) I (25.37) I (25.97) I (25.11)
  2867.  
  2868. Training model with parameters kernelSigma=.8, teacherNu=.4, teacherTolerance=1
  2869. Training complete - error is 1618.63
  2870. Testing outliers: I (16.23) I (16.23) I (16.23) I (16.23) I (16.23) I (16.23)
  2871. Testing inliers: I (34) I (33.2) I (34.01) I (32.92)
  2872.  
  2873. Training model with parameters kernelSigma=.8, teacherNu=.5, teacherTolerance=1
  2874. Training complete - error is 2052.04
  2875. Testing outliers: I (20.78) I (20.78) I (20.78) I (20.78) I (20.78) I (20.78)
  2876. Testing inliers: I (43.1) I (42.27) I (43) I (41.98)
  2877.  
  2878. Training model with parameters kernelSigma=.8, teacherNu=.6, teacherTolerance=1
  2879. Training complete - error is 2525.77
  2880. Testing outliers: I (26.07) I (26.07) I (26.07) I (26.07) I (26.07) I (26.07)
  2881. Testing inliers: I (53.03) I (52.06) I (52.93) I (51.63)
  2882.  
  2883. Training model with parameters kernelSigma=.8, teacherNu=.7, teacherTolerance=1
  2884. Training complete - error is 2998.86
  2885. Testing outliers: I (31.29) I (31.29) I (31.29) I (31.29) I (31.29) I (31.29)
  2886. Testing inliers: I (62.95) I (61.79) I (62.82) I (61.34)
  2887.  
  2888. Training model with parameters kernelSigma=.8, teacherNu=.8, teacherTolerance=1
  2889. Training complete - error is 3446.94
  2890. Testing outliers: I (35.96) I (35.96) I (35.96) I (35.96) I (35.96) I (35.96)
  2891. Testing inliers: I (72.37) I (71.09) I (72.17) I (70.61)
  2892.  
  2893. Training model with parameters kernelSigma=.8, teacherNu=.9, teacherTolerance=1
  2894. Training complete - error is 3910.13
  2895. Testing outliers: I (40.9) I (40.9) I (40.9) I (40.9) I (40.9) I (40.9)
  2896. Testing inliers: I (82.11) I (80.69) I (81.85) I (80.16)
  2897.  
  2898. Training model with parameters kernelSigma=.8, teacherNu=1, teacherTolerance=1
  2899. Training complete - error is 4354.19
  2900. Testing outliers: I (45.39) I (45.39) I (45.39) I (45.39) I (45.39) I (45.39)
  2901. Testing inliers: I (91.46) I (89.96) I (91.12) I (89.39)
  2902.  
  2903. Training model with parameters kernelSigma=.9, teacherNu=.1, teacherTolerance=1
  2904. Training complete - error is 431.71
  2905. Testing outliers: I (4.51) I (4.51) I (4.51) I (4.51) I (4.51) I (4.51)
  2906. Testing inliers: I (9.01) I (8.72) I (9.08) I (8.61)
  2907.  
  2908. Training model with parameters kernelSigma=.9, teacherNu=.2, teacherTolerance=1
  2909. Training complete - error is 851.22
  2910. Testing outliers: I (8.8) I (8.8) I (8.8) I (8.8) I (8.8) I (8.8)
  2911. Testing inliers: I (17.76) I (17.35) I (17.83) I (17.17)
  2912.  
  2913. Training model with parameters kernelSigma=.9, teacherNu=.3, teacherTolerance=1
  2914. Training complete - error is 1264.52
  2915. Testing outliers: I (12.88) I (12.88) I (12.88) I (12.88) I (12.88) I (12.88)
  2916. Testing inliers: I (26.4) I (25.88) I (26.46) I (25.61)
  2917.  
  2918. Training model with parameters kernelSigma=.9, teacherNu=.4, teacherTolerance=1
  2919. Training complete - error is 1675.75
  2920. Testing outliers: I (16.86) I (16.86) I (16.86) I (16.86) I (16.86) I (16.86)
  2921. Testing inliers: I (35) I (34.34) I (35.01) I (34.11)
  2922.  
  2923. Training model with parameters kernelSigma=.9, teacherNu=.5, teacherTolerance=1
  2924. Training complete - error is 2157.61
  2925. Testing outliers: I (22.27) I (22.27) I (22.27) I (22.27) I (22.27) I (22.27)
  2926. Testing inliers: I (45.04) I (44.35) I (44.98) I (44.08)
  2927.  
  2928. Training model with parameters kernelSigma=.9, teacherNu=.6, teacherTolerance=1
  2929. Training complete - error is 2594.33
  2930. Testing outliers: I (26.72) I (26.72) I (26.72) I (26.72) I (26.72) I (26.72)
  2931. Testing inliers: I (54.17) I (53.38) I (54.09) I (53.02)
  2932.  
  2933. Training model with parameters kernelSigma=.9, teacherNu=.7, teacherTolerance=1
  2934. Training complete - error is 3069.48
  2935. Testing outliers: I (31.89) I (31.89) I (31.89) I (31.89) I (31.89) I (31.89)
  2936. Testing inliers: I (64.09) I (63.14) I (63.98) I (62.76)
  2937.  
  2938. Training model with parameters kernelSigma=.9, teacherNu=.8, teacherTolerance=1
  2939. Training complete - error is 3484.32
  2940. Testing outliers: I (35.79) I (35.79) I (35.79) I (35.79) I (35.79) I (35.79)
  2941. Testing inliers: I (72.78) I (71.68) I (72.64) I (71.26)
  2942.  
  2943. Training model with parameters kernelSigma=.9, teacherNu=.9, teacherTolerance=1
  2944. Training complete - error is 3978.31
  2945. Testing outliers: I (41.27) I (41.27) I (41.27) I (41.27) I (41.27) I (41.27)
  2946. Testing inliers: I (83.08) I (81.91) I (82.9) I (81.44)
  2947.  
  2948. Training model with parameters kernelSigma=.9, teacherNu=1, teacherTolerance=1
  2949. Training complete - error is 4441.96
  2950. Testing outliers: I (46.12) I (46.12) I (46.12) I (46.12) I (46.12) I (46.12)
  2951. Testing inliers: I (92.78) I (91.56) I (92.5) I (91.09)
  2952.  
  2953. Training model with parameters kernelSigma=1, teacherNu=.1, teacherTolerance=1
  2954. Training complete - error is 440.23
  2955. Testing outliers: I (4.58) I (4.58) I (4.58) I (4.58) I (4.58) I (4.58)
  2956. Testing inliers: I (9.15) I (8.91) I (9.21) I (8.82)
  2957.  
  2958. Training model with parameters kernelSigma=1, teacherNu=.2, teacherTolerance=1
  2959. Training complete - error is 870.25
  2960. Testing outliers: I (8.97) I (8.97) I (8.97) I (8.97) I (8.97) I (8.97)
  2961. Testing inliers: I (18.09) I (17.74) I (18.15) I (17.59)
  2962.  
  2963. Training model with parameters kernelSigma=1, teacherNu=.3, teacherTolerance=1
  2964. Training complete - error is 1300.23
  2965. Testing outliers: I (13.27) I (13.27) I (13.27) I (13.27) I (13.27) I (13.27)
  2966. Testing inliers: I (27.04) I (26.53) I (27.12) I (26.28)
  2967.  
  2968. Training model with parameters kernelSigma=1, teacherNu=.4, teacherTolerance=1
  2969. Training complete - error is 1761.82
  2970. Testing outliers: I (18.21) I (18.21) I (18.21) I (18.21) I (18.21) I (18.21)
  2971. Testing inliers: I (36.63) I (36.05) I (36.66) I (35.82)
  2972.  
  2973. Training model with parameters kernelSigma=1, teacherNu=.5, teacherTolerance=1
  2974. Training complete - error is 2161.97
  2975. Testing outliers: I (21.85) I (21.85) I (21.85) I (21.85) I (21.85) I (21.85)
  2976. Testing inliers: I (44.97) I (44.28) I (44.97) I (44.04)
  2977.  
  2978. Training model with parameters kernelSigma=1, teacherNu=.6, teacherTolerance=1
  2979. Training complete - error is 2650.66
  2980. Testing outliers: I (27.29) I (27.29) I (27.29) I (27.29) I (27.29) I (27.29)
  2981. Testing inliers: I (55.12) I (54.38) I (55.09) I (54.07)
  2982.  
  2983. Training model with parameters kernelSigma=1, teacherNu=.7, teacherTolerance=1
  2984. Training complete - error is 3125.41
  2985. Testing outliers: I (32.39) I (32.39) I (32.39) I (32.39) I (32.39) I (32.39)
  2986. Testing inliers: I (64.99) I (64.17) I (64.93) I (63.82)
  2987.  
  2988. Training model with parameters kernelSigma=1, teacherNu=.8, teacherTolerance=1
  2989. Training complete - error is 3545.6
  2990. Testing outliers: I (36.33) I (36.33) I (36.33) I (36.33) I (36.33) I (36.33)
  2991. Testing inliers: I (73.75) I (72.79) I (73.67) I (72.42)
  2992.  
  2993. Training model with parameters kernelSigma=1, teacherNu=.9, teacherTolerance=1
  2994. Training complete - error is 4008.84
  2995. Testing outliers: I (41.14) I (41.14) I (41.14) I (41.14) I (41.14) I (41.14)
  2996. Testing inliers: I (83.39) I (82.4) I (83.24) I (82)
  2997.  
  2998. Training model with parameters kernelSigma=1, teacherNu=1, teacherTolerance=1
  2999. Training complete - error is 4506.66
  3000. Testing outliers: I (46.64) I (46.64) I (46.64) I (46.64) I (46.64) I (46.64)
  3001. Testing inliers: I (93.74) I (92.73) I (93.51) I (92.34)
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