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faridehbagherzadeh

UsingAll5Imputations

faridehbagherzadeh
Aug 1st, 2013
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  1. <?xml version="1.0" encoding="UTF-8" standalone="no"?>
  2. <process version="5.3.008">
  3.   <context>
  4.     <input/>
  5.     <output/>
  6.     <macros/>
  7.   </context>
  8.   <operator activated="true" class="process" compatibility="5.3.008" expanded="true" name="Process">
  9.     <process expanded="true">
  10.       <operator activated="true" class="retrieve" compatibility="5.3.008" expanded="true" height="60" name="Retrieve" width="90" x="45" y="30">
  11.         <parameter key="repository_entry" value="//Samples/data/Sonar"/>
  12.       </operator>
  13.       <operator activated="true" class="normalize" compatibility="5.3.008" expanded="true" height="94" name="Normalize" width="90" x="180" y="30"/>
  14.       <operator activated="true" class="loop_attributes" compatibility="5.3.008" expanded="true" height="76" name="Loop Attributes" width="90" x="315" y="30">
  15.         <parameter key="iteration_macro" value="a1"/>
  16.         <process expanded="true">
  17.           <operator activated="true" class="generate_attributes" compatibility="5.3.008" expanded="true" height="76" name="Generate Attributes (2)" width="90" x="296" y="73">
  18.             <list key="function_descriptions">
  19.               <parameter key="%{a1}" value="if(rand() &gt; .9, NaN, %{a1})"/>
  20.             </list>
  21.             <parameter key="use_standard_constants" value="false"/>
  22.           </operator>
  23.           <connect from_port="example set" to_op="Generate Attributes (2)" to_port="example set input"/>
  24.           <connect from_op="Generate Attributes (2)" from_port="example set output" to_port="example set"/>
  25.           <portSpacing port="source_example set" spacing="0"/>
  26.           <portSpacing port="sink_example set" spacing="0"/>
  27.           <portSpacing port="sink_result 1" spacing="0"/>
  28.         </process>
  29.       </operator>
  30.       <operator activated="true" class="r:execute_script_r" compatibility="5.3.000" expanded="true" height="76" name="Multiple Imputation" width="90" x="447" y="30">
  31.         <parameter key="script" value="library(VIM)&#10;ImputedData&lt;-irmi(data, eps = 5, maxit = 100, noise = TRUE, noise.factor = 1, mi = 5, init.method=&quot;kNN&quot;)&#10;ImputedData1&lt;-as.data.frame(ImputedData[[1]])&#10;ImputedData2&lt;-as.data.frame(ImputedData[[2]])&#10;ImputedData3&lt;-as.data.frame(ImputedData[[3]])&#10;ImputedData4&lt;-as.data.frame(ImputedData[[4]])&#10;ImputedData5&lt;-as.data.frame(ImputedData[[5]])&#10;&#10;&#10;&#10;&#10;"/>
  32.         <enumeration key="inputs">
  33.           <parameter key="name_of_variable" value="data"/>
  34.         </enumeration>
  35.         <list key="results">
  36.           <parameter key="ImputedData1" value="Data Table"/>
  37.           <parameter key="ImputedData2" value="Data Table"/>
  38.           <parameter key="ImputedData3" value="Data Table"/>
  39.           <parameter key="ImputedData4" value="Data Table"/>
  40.           <parameter key="ImputedData5" value="Data Table"/>
  41.         </list>
  42.       </operator>
  43.       <operator activated="true" class="set_role" compatibility="5.3.008" expanded="true" height="76" name="Set Role" width="90" x="581" y="30">
  44.         <parameter key="attribute_name" value="class"/>
  45.         <parameter key="target_role" value="label"/>
  46.         <list key="set_additional_roles"/>
  47.       </operator>
  48.       <operator activated="true" class="multiply" compatibility="5.3.008" expanded="true" height="94" name="Multiply (7)" width="90" x="715" y="30"/>
  49.       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="148" name="Subprocess" width="90" x="849" y="30">
  50.         <process expanded="true">
  51.           <operator activated="true" class="multiply" compatibility="5.3.008" expanded="true" height="148" name="Multiply" width="90" x="45" y="30"/>
  52.           <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="202" name="ModeligWith5thImputation" width="90" x="179" y="705">
  53.             <process expanded="true">
  54.               <operator activated="true" class="multiply" compatibility="5.3.008" expanded="true" height="130" name="Multiply (4)" width="90" x="45" y="30"/>
  55.               <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="166" name="Base Learners (3)" width="90" x="286" y="30">
  56.                 <process expanded="true">
  57.                   <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Models (3)">
  58.                     <process expanded="true">
  59.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Decision Tree (3)">
  60.                         <process expanded="true">
  61.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-Decision Tree (3)">
  62.                             <process expanded="true">
  63.                               <operator activated="true" class="weka:W-J48" compatibility="5.3.001" expanded="true" name="W-J48 (3)"/>
  64.                               <connect from_port="training" to_op="W-J48 (3)" to_port="training set"/>
  65.                               <connect from_op="W-J48 (3)" from_port="model" to_port="model"/>
  66.                               <portSpacing port="source_training" spacing="0"/>
  67.                               <portSpacing port="sink_model" spacing="0"/>
  68.                               <portSpacing port="sink_through 1" spacing="0"/>
  69.                             </process>
  70.                             <process expanded="true">
  71.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Decision Tree (3)">
  72.                                 <list key="application_parameters"/>
  73.                               </operator>
  74.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Decision Tree (3)">
  75.                                 <parameter key="classification_error" value="true"/>
  76.                                 <parameter key="kappa" value="true"/>
  77.                                 <parameter key="weighted_mean_recall" value="true"/>
  78.                                 <parameter key="weighted_mean_precision" value="true"/>
  79.                                 <parameter key="spearman_rho" value="true"/>
  80.                                 <list key="class_weights"/>
  81.                               </operator>
  82.                               <connect from_port="model" to_op="Apply Model-Decision Tree (3)" to_port="model"/>
  83.                               <connect from_port="test set" to_op="Apply Model-Decision Tree (3)" to_port="unlabelled data"/>
  84.                               <connect from_op="Apply Model-Decision Tree (3)" from_port="labelled data" to_op="Performance-Decision Tree (3)" to_port="labelled data"/>
  85.                               <connect from_op="Performance-Decision Tree (3)" from_port="performance" to_port="averagable 1"/>
  86.                               <portSpacing port="source_model" spacing="0"/>
  87.                               <portSpacing port="source_test set" spacing="0"/>
  88.                               <portSpacing port="source_through 1" spacing="0"/>
  89.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  90.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  91.                             </process>
  92.                           </operator>
  93.                           <connect from_port="in 1" to_op="Validation-Decision Tree (3)" to_port="training"/>
  94.                           <connect from_op="Validation-Decision Tree (3)" from_port="model" to_port="out 1"/>
  95.                           <connect from_op="Validation-Decision Tree (3)" from_port="averagable 1" to_port="out 2"/>
  96.                           <portSpacing port="source_in 1" spacing="0"/>
  97.                           <portSpacing port="source_in 2" spacing="0"/>
  98.                           <portSpacing port="sink_out 1" spacing="0"/>
  99.                           <portSpacing port="sink_out 2" spacing="0"/>
  100.                           <portSpacing port="sink_out 3" spacing="0"/>
  101.                         </process>
  102.                       </operator>
  103.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="SVM (5)">
  104.                         <process expanded="true">
  105.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-SVM (3)">
  106.                             <process expanded="true">
  107.                               <operator activated="true" class="support_vector_machine" compatibility="5.3.008" expanded="true" name="SVM (6)"/>
  108.                               <connect from_port="training" to_op="SVM (6)" to_port="training set"/>
  109.                               <connect from_op="SVM (6)" from_port="model" to_port="model"/>
  110.                               <portSpacing port="source_training" spacing="0"/>
  111.                               <portSpacing port="sink_model" spacing="0"/>
  112.                               <portSpacing port="sink_through 1" spacing="0"/>
  113.                             </process>
  114.                             <process expanded="true">
  115.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-SVM (3)">
  116.                                 <list key="application_parameters"/>
  117.                               </operator>
  118.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-SVM (3)">
  119.                                 <parameter key="classification_error" value="true"/>
  120.                                 <parameter key="kappa" value="true"/>
  121.                                 <parameter key="weighted_mean_recall" value="true"/>
  122.                                 <parameter key="weighted_mean_precision" value="true"/>
  123.                                 <parameter key="spearman_rho" value="true"/>
  124.                                 <list key="class_weights"/>
  125.                               </operator>
  126.                               <connect from_port="model" to_op="Apply Model-SVM (3)" to_port="model"/>
  127.                               <connect from_port="test set" to_op="Apply Model-SVM (3)" to_port="unlabelled data"/>
  128.                               <connect from_op="Apply Model-SVM (3)" from_port="labelled data" to_op="Performance-SVM (3)" to_port="labelled data"/>
  129.                               <connect from_op="Performance-SVM (3)" from_port="performance" to_port="averagable 1"/>
  130.                               <portSpacing port="source_model" spacing="0"/>
  131.                               <portSpacing port="source_test set" spacing="0"/>
  132.                               <portSpacing port="source_through 1" spacing="0"/>
  133.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  134.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  135.                             </process>
  136.                           </operator>
  137.                           <connect from_port="in 1" to_op="Validation-SVM (3)" to_port="training"/>
  138.                           <connect from_op="Validation-SVM (3)" from_port="model" to_port="out 1"/>
  139.                           <connect from_op="Validation-SVM (3)" from_port="averagable 1" to_port="out 2"/>
  140.                           <portSpacing port="source_in 1" spacing="0"/>
  141.                           <portSpacing port="source_in 2" spacing="0"/>
  142.                           <portSpacing port="sink_out 1" spacing="0"/>
  143.                           <portSpacing port="sink_out 2" spacing="0"/>
  144.                           <portSpacing port="sink_out 3" spacing="0"/>
  145.                         </process>
  146.                       </operator>
  147.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Naive Bayes (5)">
  148.                         <process expanded="true">
  149.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-Naive Bayes (3)">
  150.                             <process expanded="true">
  151.                               <operator activated="true" class="naive_bayes" compatibility="5.3.008" expanded="true" name="Naive Bayes (6)"/>
  152.                               <connect from_port="training" to_op="Naive Bayes (6)" to_port="training set"/>
  153.                               <connect from_op="Naive Bayes (6)" from_port="model" to_port="model"/>
  154.                               <portSpacing port="source_training" spacing="0"/>
  155.                               <portSpacing port="sink_model" spacing="0"/>
  156.                               <portSpacing port="sink_through 1" spacing="0"/>
  157.                             </process>
  158.                             <process expanded="true">
  159.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Naive Bayes (3)">
  160.                                 <list key="application_parameters"/>
  161.                               </operator>
  162.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Naive Bayes (3)">
  163.                                 <parameter key="classification_error" value="true"/>
  164.                                 <parameter key="kappa" value="true"/>
  165.                                 <parameter key="weighted_mean_recall" value="true"/>
  166.                                 <parameter key="weighted_mean_precision" value="true"/>
  167.                                 <parameter key="spearman_rho" value="true"/>
  168.                                 <list key="class_weights"/>
  169.                               </operator>
  170.                               <connect from_port="model" to_op="Apply Model-Naive Bayes (3)" to_port="model"/>
  171.                               <connect from_port="test set" to_op="Apply Model-Naive Bayes (3)" to_port="unlabelled data"/>
  172.                               <connect from_op="Apply Model-Naive Bayes (3)" from_port="labelled data" to_op="Performance-Naive Bayes (3)" to_port="labelled data"/>
  173.                               <connect from_op="Performance-Naive Bayes (3)" from_port="performance" to_port="averagable 1"/>
  174.                               <portSpacing port="source_model" spacing="0"/>
  175.                               <portSpacing port="source_test set" spacing="0"/>
  176.                               <portSpacing port="source_through 1" spacing="0"/>
  177.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  178.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  179.                             </process>
  180.                           </operator>
  181.                           <connect from_port="in 1" to_op="Validation-Naive Bayes (3)" to_port="training"/>
  182.                           <connect from_op="Validation-Naive Bayes (3)" from_port="model" to_port="out 1"/>
  183.                           <connect from_op="Validation-Naive Bayes (3)" from_port="averagable 1" to_port="out 2"/>
  184.                           <portSpacing port="source_in 1" spacing="0"/>
  185.                           <portSpacing port="source_in 2" spacing="0"/>
  186.                           <portSpacing port="sink_out 1" spacing="0"/>
  187.                           <portSpacing port="sink_out 2" spacing="0"/>
  188.                           <portSpacing port="sink_out 3" spacing="0"/>
  189.                         </process>
  190.                       </operator>
  191.                       <connect from_port="in 1" to_op="SVM (5)" to_port="in 1"/>
  192.                       <connect from_port="in 2" to_op="Decision Tree (3)" to_port="in 1"/>
  193.                       <connect from_port="in 3" to_op="Naive Bayes (5)" to_port="in 1"/>
  194.                       <connect from_op="Decision Tree (3)" from_port="out 1" to_port="out 3"/>
  195.                       <connect from_op="Decision Tree (3)" from_port="out 2" to_port="out 4"/>
  196.                       <connect from_op="SVM (5)" from_port="out 1" to_port="out 1"/>
  197.                       <connect from_op="SVM (5)" from_port="out 2" to_port="out 2"/>
  198.                       <connect from_op="Naive Bayes (5)" from_port="out 1" to_port="out 5"/>
  199.                       <connect from_op="Naive Bayes (5)" from_port="out 2" to_port="out 6"/>
  200.                       <portSpacing port="source_in 1" spacing="0"/>
  201.                       <portSpacing port="source_in 2" spacing="0"/>
  202.                       <portSpacing port="source_in 3" spacing="0"/>
  203.                       <portSpacing port="source_in 4" spacing="0"/>
  204.                       <portSpacing port="sink_out 1" spacing="0"/>
  205.                       <portSpacing port="sink_out 2" spacing="0"/>
  206.                       <portSpacing port="sink_out 3" spacing="0"/>
  207.                       <portSpacing port="sink_out 4" spacing="0"/>
  208.                       <portSpacing port="sink_out 5" spacing="0"/>
  209.                       <portSpacing port="sink_out 6" spacing="0"/>
  210.                       <portSpacing port="sink_out 7" spacing="0"/>
  211.                     </process>
  212.                   </operator>
  213.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Naive Bayes Performance (3)">
  214.                     <parameter key="name" value="Naive Bayes Performance"/>
  215.                     <parameter key="io_object" value="PerformanceVector"/>
  216.                   </operator>
  217.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Naive Bayes Model (3)">
  218.                     <parameter key="name" value="Naive Bayes Model"/>
  219.                     <parameter key="io_object" value="PredictionModel"/>
  220.                   </operator>
  221.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Decision Tree Performance (3)">
  222.                     <parameter key="name" value="Decision Tree Performance"/>
  223.                     <parameter key="io_object" value="PerformanceVector"/>
  224.                   </operator>
  225.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Decision Tree Model (3)">
  226.                     <parameter key="name" value="Decision Tree Model"/>
  227.                     <parameter key="io_object" value="PredictionModel"/>
  228.                   </operator>
  229.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-SVM Performance (3)">
  230.                     <parameter key="name" value="SVM Performance"/>
  231.                     <parameter key="io_object" value="PerformanceVector"/>
  232.                   </operator>
  233.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-SVM Model (3)">
  234.                     <parameter key="name" value="SVM Model"/>
  235.                     <parameter key="io_object" value="PredictionModel"/>
  236.                   </operator>
  237.                   <connect from_port="in 1" to_op="Models (3)" to_port="in 1"/>
  238.                   <connect from_port="in 2" to_op="Models (3)" to_port="in 2"/>
  239.                   <connect from_port="in 3" to_op="Models (3)" to_port="in 3"/>
  240.                   <connect from_op="Models (3)" from_port="out 1" to_op="Remember-SVM Model (3)" to_port="store"/>
  241.                   <connect from_op="Models (3)" from_port="out 2" to_op="Remember-SVM Performance (3)" to_port="store"/>
  242.                   <connect from_op="Models (3)" from_port="out 3" to_op="Remember-Decision Tree Model (3)" to_port="store"/>
  243.                   <connect from_op="Models (3)" from_port="out 4" to_op="Remember-Decision Tree Performance (3)" to_port="store"/>
  244.                   <connect from_op="Models (3)" from_port="out 5" to_op="Remember-Naive Bayes Model (3)" to_port="store"/>
  245.                   <connect from_op="Models (3)" from_port="out 6" to_op="Remember-Naive Bayes Performance (3)" to_port="store"/>
  246.                   <connect from_op="Remember-Naive Bayes Performance (3)" from_port="stored" to_port="out 6"/>
  247.                   <connect from_op="Remember-Naive Bayes Model (3)" from_port="stored" to_port="out 5"/>
  248.                   <connect from_op="Remember-Decision Tree Performance (3)" from_port="stored" to_port="out 4"/>
  249.                   <connect from_op="Remember-Decision Tree Model (3)" from_port="stored" to_port="out 3"/>
  250.                   <connect from_op="Remember-SVM Performance (3)" from_port="stored" to_port="out 2"/>
  251.                   <connect from_op="Remember-SVM Model (3)" from_port="stored" to_port="out 1"/>
  252.                   <portSpacing port="source_in 1" spacing="0"/>
  253.                   <portSpacing port="source_in 2" spacing="0"/>
  254.                   <portSpacing port="source_in 3" spacing="0"/>
  255.                   <portSpacing port="source_in 4" spacing="0"/>
  256.                   <portSpacing port="sink_out 1" spacing="0"/>
  257.                   <portSpacing port="sink_out 2" spacing="0"/>
  258.                   <portSpacing port="sink_out 3" spacing="0"/>
  259.                   <portSpacing port="sink_out 4" spacing="0"/>
  260.                   <portSpacing port="sink_out 5" spacing="0"/>
  261.                   <portSpacing port="sink_out 6" spacing="0"/>
  262.                   <portSpacing port="sink_out 7" spacing="0"/>
  263.                 </process>
  264.               </operator>
  265.               <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="94" name="Subprocess-Stacking (3)" width="90" x="286" y="111">
  266.                 <process expanded="true">
  267.                   <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" height="112" name="Validation-Stacking (3)" width="90" x="45" y="30">
  268.                     <description>in haman Cross-Fold Validation ast
  269.  
  270.  
  271.  
  272. Stratified entekhab shode ta ye vaght nakonad az yek class recordi entekhab nashavad</description>
  273.                     <process expanded="true">
  274.                       <operator activated="true" class="metacost" compatibility="5.3.008" expanded="true" name="MetaCost-Stacking (3)">
  275.                         <parameter key="cost_matrix" value="[0.0 1.0;1.0 0.0]"/>
  276.                         <process expanded="true">
  277.                           <operator activated="true" class="stacking" compatibility="5.3.008" expanded="true" name="Stacking (3)">
  278.                             <process expanded="true">
  279.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-SVM Model (4)">
  280.                                 <parameter key="name" value="SVM Model"/>
  281.                                 <parameter key="io_object" value="PredictionModel"/>
  282.                                 <parameter key="remove_from_store" value="false"/>
  283.                               </operator>
  284.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-Decision Tree Model (4)">
  285.                                 <parameter key="name" value="Decision Tree Model"/>
  286.                                 <parameter key="io_object" value="PredictionModel"/>
  287.                                 <parameter key="remove_from_store" value="false"/>
  288.                               </operator>
  289.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-Naive Bayes Model (4)">
  290.                                 <parameter key="name" value="Naive Bayes Model"/>
  291.                                 <parameter key="io_object" value="PredictionModel"/>
  292.                                 <parameter key="remove_from_store" value="false"/>
  293.                               </operator>
  294.                               <connect from_op="Recall-SVM Model (4)" from_port="result" to_port="base model 1"/>
  295.                               <connect from_op="Recall-Decision Tree Model (4)" from_port="result" to_port="base model 2"/>
  296.                               <connect from_op="Recall-Naive Bayes Model (4)" from_port="result" to_port="base model 3"/>
  297.                               <portSpacing port="source_training set 1" spacing="0"/>
  298.                               <portSpacing port="sink_base model 1" spacing="0"/>
  299.                               <portSpacing port="sink_base model 2" spacing="0"/>
  300.                               <portSpacing port="sink_base model 3" spacing="0"/>
  301.                               <portSpacing port="sink_base model 4" spacing="0"/>
  302.                             </process>
  303.                             <process expanded="true">
  304.                               <operator activated="true" class="k_nn" compatibility="5.3.008" expanded="true" name="k-NN (3)"/>
  305.                               <connect from_port="stacking examples" to_op="k-NN (3)" to_port="training set"/>
  306.                               <connect from_op="k-NN (3)" from_port="model" to_port="stacking model"/>
  307.                               <portSpacing port="source_stacking examples" spacing="0"/>
  308.                               <portSpacing port="sink_stacking model" spacing="0"/>
  309.                             </process>
  310.                           </operator>
  311.                           <connect from_port="training set" to_op="Stacking (3)" to_port="training set"/>
  312.                           <connect from_op="Stacking (3)" from_port="model" to_port="model"/>
  313.                           <portSpacing port="source_training set" spacing="0"/>
  314.                           <portSpacing port="sink_model" spacing="0"/>
  315.                         </process>
  316.                       </operator>
  317.                       <connect from_port="training" to_op="MetaCost-Stacking (3)" to_port="training set"/>
  318.                       <connect from_op="MetaCost-Stacking (3)" from_port="model" to_port="model"/>
  319.                       <portSpacing port="source_training" spacing="0"/>
  320.                       <portSpacing port="sink_model" spacing="0"/>
  321.                       <portSpacing port="sink_through 1" spacing="0"/>
  322.                     </process>
  323.                     <process expanded="true">
  324.                       <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Stacking (3)">
  325.                         <list key="application_parameters"/>
  326.                       </operator>
  327.                       <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Stacking (3)">
  328.                         <parameter key="classification_error" value="true"/>
  329.                         <list key="class_weights"/>
  330.                       </operator>
  331.                       <connect from_port="model" to_op="Apply Model-Stacking (3)" to_port="model"/>
  332.                       <connect from_port="test set" to_op="Apply Model-Stacking (3)" to_port="unlabelled data"/>
  333.                       <connect from_op="Apply Model-Stacking (3)" from_port="labelled data" to_op="Performance-Stacking (3)" to_port="labelled data"/>
  334.                       <connect from_op="Performance-Stacking (3)" from_port="performance" to_port="averagable 1"/>
  335.                       <portSpacing port="source_model" spacing="0"/>
  336.                       <portSpacing port="source_test set" spacing="0"/>
  337.                       <portSpacing port="source_through 1" spacing="0"/>
  338.                       <portSpacing port="sink_averagable 1" spacing="0"/>
  339.                       <portSpacing port="sink_averagable 2" spacing="0"/>
  340.                     </process>
  341.                   </operator>
  342.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Stacking Performance (3)" width="90" x="295" y="57">
  343.                     <parameter key="name" value="Stacking Performance"/>
  344.                     <parameter key="io_object" value="PerformanceVector"/>
  345.                   </operator>
  346.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Stacking Model (3)" width="90" x="295" y="30">
  347.                     <parameter key="name" value="Stacking Model5"/>
  348.                     <parameter key="io_object" value="PredictionModel"/>
  349.                   </operator>
  350.                   <connect from_port="in 1" to_op="Validation-Stacking (3)" to_port="training"/>
  351.                   <connect from_op="Validation-Stacking (3)" from_port="model" to_op="Remember-Stacking Model (3)" to_port="store"/>
  352.                   <connect from_op="Validation-Stacking (3)" from_port="averagable 1" to_op="Remember-Stacking Performance (3)" to_port="store"/>
  353.                   <connect from_op="Remember-Stacking Performance (3)" from_port="stored" to_port="out 2"/>
  354.                   <connect from_op="Remember-Stacking Model (3)" from_port="stored" to_port="out 1"/>
  355.                   <portSpacing port="source_in 1" spacing="0"/>
  356.                   <portSpacing port="source_in 2" spacing="0"/>
  357.                   <portSpacing port="sink_out 1" spacing="0"/>
  358.                   <portSpacing port="sink_out 2" spacing="0"/>
  359.                   <portSpacing port="sink_out 3" spacing="0"/>
  360.                 </process>
  361.               </operator>
  362.               <connect from_port="in 1" to_op="Multiply (4)" to_port="input"/>
  363.               <connect from_op="Multiply (4)" from_port="output 1" to_op="Base Learners (3)" to_port="in 1"/>
  364.               <connect from_op="Multiply (4)" from_port="output 2" to_op="Base Learners (3)" to_port="in 2"/>
  365.               <connect from_op="Multiply (4)" from_port="output 3" to_op="Base Learners (3)" to_port="in 3"/>
  366.               <connect from_op="Multiply (4)" from_port="output 4" to_op="Subprocess-Stacking (3)" to_port="in 1"/>
  367.               <connect from_op="Base Learners (3)" from_port="out 1" to_port="out 1"/>
  368.               <connect from_op="Base Learners (3)" from_port="out 2" to_port="out 2"/>
  369.               <connect from_op="Base Learners (3)" from_port="out 3" to_port="out 3"/>
  370.               <connect from_op="Base Learners (3)" from_port="out 4" to_port="out 4"/>
  371.               <connect from_op="Base Learners (3)" from_port="out 5" to_port="out 5"/>
  372.               <connect from_op="Base Learners (3)" from_port="out 6" to_port="out 6"/>
  373.               <connect from_op="Subprocess-Stacking (3)" from_port="out 1" to_port="out 7"/>
  374.               <connect from_op="Subprocess-Stacking (3)" from_port="out 2" to_port="out 8"/>
  375.               <portSpacing port="source_in 1" spacing="0"/>
  376.               <portSpacing port="source_in 2" spacing="0"/>
  377.               <portSpacing port="sink_out 1" spacing="0"/>
  378.               <portSpacing port="sink_out 2" spacing="0"/>
  379.               <portSpacing port="sink_out 3" spacing="0"/>
  380.               <portSpacing port="sink_out 4" spacing="0"/>
  381.               <portSpacing port="sink_out 5" spacing="0"/>
  382.               <portSpacing port="sink_out 6" spacing="0"/>
  383.               <portSpacing port="sink_out 7" spacing="0"/>
  384.               <portSpacing port="sink_out 8" spacing="0"/>
  385.               <portSpacing port="sink_out 9" spacing="0"/>
  386.             </process>
  387.           </operator>
  388.           <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="202" name="ModeligWith4thImputation" width="90" x="179" y="480">
  389.             <process expanded="true">
  390.               <operator activated="true" class="multiply" compatibility="5.3.008" expanded="true" height="130" name="Multiply (2)" width="90" x="45" y="30"/>
  391.               <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="166" name="Base Learners" width="90" x="286" y="30">
  392.                 <process expanded="true">
  393.                   <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Models">
  394.                     <process expanded="true">
  395.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Decision Tree">
  396.                         <process expanded="true">
  397.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-Decision Tree">
  398.                             <process expanded="true">
  399.                               <operator activated="true" class="weka:W-J48" compatibility="5.3.001" expanded="true" name="W-J48"/>
  400.                               <connect from_port="training" to_op="W-J48" to_port="training set"/>
  401.                               <connect from_op="W-J48" from_port="model" to_port="model"/>
  402.                               <portSpacing port="source_training" spacing="0"/>
  403.                               <portSpacing port="sink_model" spacing="0"/>
  404.                               <portSpacing port="sink_through 1" spacing="0"/>
  405.                             </process>
  406.                             <process expanded="true">
  407.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Decision Tree">
  408.                                 <list key="application_parameters"/>
  409.                               </operator>
  410.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Decision Tree">
  411.                                 <parameter key="classification_error" value="true"/>
  412.                                 <parameter key="kappa" value="true"/>
  413.                                 <parameter key="weighted_mean_recall" value="true"/>
  414.                                 <parameter key="weighted_mean_precision" value="true"/>
  415.                                 <parameter key="spearman_rho" value="true"/>
  416.                                 <list key="class_weights"/>
  417.                               </operator>
  418.                               <connect from_port="model" to_op="Apply Model-Decision Tree" to_port="model"/>
  419.                               <connect from_port="test set" to_op="Apply Model-Decision Tree" to_port="unlabelled data"/>
  420.                               <connect from_op="Apply Model-Decision Tree" from_port="labelled data" to_op="Performance-Decision Tree" to_port="labelled data"/>
  421.                               <connect from_op="Performance-Decision Tree" from_port="performance" to_port="averagable 1"/>
  422.                               <portSpacing port="source_model" spacing="0"/>
  423.                               <portSpacing port="source_test set" spacing="0"/>
  424.                               <portSpacing port="source_through 1" spacing="0"/>
  425.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  426.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  427.                             </process>
  428.                           </operator>
  429.                           <connect from_port="in 1" to_op="Validation-Decision Tree" to_port="training"/>
  430.                           <connect from_op="Validation-Decision Tree" from_port="model" to_port="out 1"/>
  431.                           <connect from_op="Validation-Decision Tree" from_port="averagable 1" to_port="out 2"/>
  432.                           <portSpacing port="source_in 1" spacing="0"/>
  433.                           <portSpacing port="source_in 2" spacing="0"/>
  434.                           <portSpacing port="sink_out 1" spacing="0"/>
  435.                           <portSpacing port="sink_out 2" spacing="0"/>
  436.                           <portSpacing port="sink_out 3" spacing="0"/>
  437.                         </process>
  438.                       </operator>
  439.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="SVM (2)">
  440.                         <process expanded="true">
  441.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-SVM">
  442.                             <process expanded="true">
  443.                               <operator activated="true" class="support_vector_machine" compatibility="5.3.008" expanded="true" name="SVM"/>
  444.                               <connect from_port="training" to_op="SVM" to_port="training set"/>
  445.                               <connect from_op="SVM" from_port="model" to_port="model"/>
  446.                               <portSpacing port="source_training" spacing="0"/>
  447.                               <portSpacing port="sink_model" spacing="0"/>
  448.                               <portSpacing port="sink_through 1" spacing="0"/>
  449.                             </process>
  450.                             <process expanded="true">
  451.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-SVM">
  452.                                 <list key="application_parameters"/>
  453.                               </operator>
  454.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-SVM">
  455.                                 <parameter key="classification_error" value="true"/>
  456.                                 <parameter key="kappa" value="true"/>
  457.                                 <parameter key="weighted_mean_recall" value="true"/>
  458.                                 <parameter key="weighted_mean_precision" value="true"/>
  459.                                 <parameter key="spearman_rho" value="true"/>
  460.                                 <list key="class_weights"/>
  461.                               </operator>
  462.                               <connect from_port="model" to_op="Apply Model-SVM" to_port="model"/>
  463.                               <connect from_port="test set" to_op="Apply Model-SVM" to_port="unlabelled data"/>
  464.                               <connect from_op="Apply Model-SVM" from_port="labelled data" to_op="Performance-SVM" to_port="labelled data"/>
  465.                               <connect from_op="Performance-SVM" from_port="performance" to_port="averagable 1"/>
  466.                               <portSpacing port="source_model" spacing="0"/>
  467.                               <portSpacing port="source_test set" spacing="0"/>
  468.                               <portSpacing port="source_through 1" spacing="0"/>
  469.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  470.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  471.                             </process>
  472.                           </operator>
  473.                           <connect from_port="in 1" to_op="Validation-SVM" to_port="training"/>
  474.                           <connect from_op="Validation-SVM" from_port="model" to_port="out 1"/>
  475.                           <connect from_op="Validation-SVM" from_port="averagable 1" to_port="out 2"/>
  476.                           <portSpacing port="source_in 1" spacing="0"/>
  477.                           <portSpacing port="source_in 2" spacing="0"/>
  478.                           <portSpacing port="sink_out 1" spacing="0"/>
  479.                           <portSpacing port="sink_out 2" spacing="0"/>
  480.                           <portSpacing port="sink_out 3" spacing="0"/>
  481.                         </process>
  482.                       </operator>
  483.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Naive Bayes (2)">
  484.                         <process expanded="true">
  485.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-Naive Bayes">
  486.                             <process expanded="true">
  487.                               <operator activated="true" class="naive_bayes" compatibility="5.3.008" expanded="true" name="Naive Bayes"/>
  488.                               <connect from_port="training" to_op="Naive Bayes" to_port="training set"/>
  489.                               <connect from_op="Naive Bayes" from_port="model" to_port="model"/>
  490.                               <portSpacing port="source_training" spacing="0"/>
  491.                               <portSpacing port="sink_model" spacing="0"/>
  492.                               <portSpacing port="sink_through 1" spacing="0"/>
  493.                             </process>
  494.                             <process expanded="true">
  495.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Naive Bayes">
  496.                                 <list key="application_parameters"/>
  497.                               </operator>
  498.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Naive Bayes">
  499.                                 <parameter key="classification_error" value="true"/>
  500.                                 <parameter key="kappa" value="true"/>
  501.                                 <parameter key="weighted_mean_recall" value="true"/>
  502.                                 <parameter key="weighted_mean_precision" value="true"/>
  503.                                 <parameter key="spearman_rho" value="true"/>
  504.                                 <list key="class_weights"/>
  505.                               </operator>
  506.                               <connect from_port="model" to_op="Apply Model-Naive Bayes" to_port="model"/>
  507.                               <connect from_port="test set" to_op="Apply Model-Naive Bayes" to_port="unlabelled data"/>
  508.                               <connect from_op="Apply Model-Naive Bayes" from_port="labelled data" to_op="Performance-Naive Bayes" to_port="labelled data"/>
  509.                               <connect from_op="Performance-Naive Bayes" from_port="performance" to_port="averagable 1"/>
  510.                               <portSpacing port="source_model" spacing="0"/>
  511.                               <portSpacing port="source_test set" spacing="0"/>
  512.                               <portSpacing port="source_through 1" spacing="0"/>
  513.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  514.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  515.                             </process>
  516.                           </operator>
  517.                           <connect from_port="in 1" to_op="Validation-Naive Bayes" to_port="training"/>
  518.                           <connect from_op="Validation-Naive Bayes" from_port="model" to_port="out 1"/>
  519.                           <connect from_op="Validation-Naive Bayes" from_port="averagable 1" to_port="out 2"/>
  520.                           <portSpacing port="source_in 1" spacing="0"/>
  521.                           <portSpacing port="source_in 2" spacing="0"/>
  522.                           <portSpacing port="sink_out 1" spacing="0"/>
  523.                           <portSpacing port="sink_out 2" spacing="0"/>
  524.                           <portSpacing port="sink_out 3" spacing="0"/>
  525.                         </process>
  526.                       </operator>
  527.                       <connect from_port="in 1" to_op="SVM (2)" to_port="in 1"/>
  528.                       <connect from_port="in 2" to_op="Decision Tree" to_port="in 1"/>
  529.                       <connect from_port="in 3" to_op="Naive Bayes (2)" to_port="in 1"/>
  530.                       <connect from_op="Decision Tree" from_port="out 1" to_port="out 3"/>
  531.                       <connect from_op="Decision Tree" from_port="out 2" to_port="out 4"/>
  532.                       <connect from_op="SVM (2)" from_port="out 1" to_port="out 1"/>
  533.                       <connect from_op="SVM (2)" from_port="out 2" to_port="out 2"/>
  534.                       <connect from_op="Naive Bayes (2)" from_port="out 1" to_port="out 5"/>
  535.                       <connect from_op="Naive Bayes (2)" from_port="out 2" to_port="out 6"/>
  536.                       <portSpacing port="source_in 1" spacing="0"/>
  537.                       <portSpacing port="source_in 2" spacing="0"/>
  538.                       <portSpacing port="source_in 3" spacing="0"/>
  539.                       <portSpacing port="source_in 4" spacing="0"/>
  540.                       <portSpacing port="sink_out 1" spacing="0"/>
  541.                       <portSpacing port="sink_out 2" spacing="0"/>
  542.                       <portSpacing port="sink_out 3" spacing="0"/>
  543.                       <portSpacing port="sink_out 4" spacing="0"/>
  544.                       <portSpacing port="sink_out 5" spacing="0"/>
  545.                       <portSpacing port="sink_out 6" spacing="0"/>
  546.                       <portSpacing port="sink_out 7" spacing="0"/>
  547.                     </process>
  548.                   </operator>
  549.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Naive Bayes Performance">
  550.                     <parameter key="name" value="Naive Bayes Performance"/>
  551.                     <parameter key="io_object" value="PerformanceVector"/>
  552.                   </operator>
  553.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Naive Bayes Model">
  554.                     <parameter key="name" value="Naive Bayes Model"/>
  555.                     <parameter key="io_object" value="PredictionModel"/>
  556.                   </operator>
  557.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Decision Tree Performance">
  558.                     <parameter key="name" value="Decision Tree Performance"/>
  559.                     <parameter key="io_object" value="PerformanceVector"/>
  560.                   </operator>
  561.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Decision Tree Model">
  562.                     <parameter key="name" value="Decision Tree Model"/>
  563.                     <parameter key="io_object" value="PredictionModel"/>
  564.                   </operator>
  565.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-SVM Performance">
  566.                     <parameter key="name" value="SVM Performance"/>
  567.                     <parameter key="io_object" value="PerformanceVector"/>
  568.                   </operator>
  569.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-SVM Model">
  570.                     <parameter key="name" value="SVM Model"/>
  571.                     <parameter key="io_object" value="PredictionModel"/>
  572.                   </operator>
  573.                   <connect from_port="in 1" to_op="Models" to_port="in 1"/>
  574.                   <connect from_port="in 2" to_op="Models" to_port="in 2"/>
  575.                   <connect from_port="in 3" to_op="Models" to_port="in 3"/>
  576.                   <connect from_op="Models" from_port="out 1" to_op="Remember-SVM Model" to_port="store"/>
  577.                   <connect from_op="Models" from_port="out 2" to_op="Remember-SVM Performance" to_port="store"/>
  578.                   <connect from_op="Models" from_port="out 3" to_op="Remember-Decision Tree Model" to_port="store"/>
  579.                   <connect from_op="Models" from_port="out 4" to_op="Remember-Decision Tree Performance" to_port="store"/>
  580.                   <connect from_op="Models" from_port="out 5" to_op="Remember-Naive Bayes Model" to_port="store"/>
  581.                   <connect from_op="Models" from_port="out 6" to_op="Remember-Naive Bayes Performance" to_port="store"/>
  582.                   <connect from_op="Remember-Naive Bayes Performance" from_port="stored" to_port="out 6"/>
  583.                   <connect from_op="Remember-Naive Bayes Model" from_port="stored" to_port="out 5"/>
  584.                   <connect from_op="Remember-Decision Tree Performance" from_port="stored" to_port="out 4"/>
  585.                   <connect from_op="Remember-Decision Tree Model" from_port="stored" to_port="out 3"/>
  586.                   <connect from_op="Remember-SVM Performance" from_port="stored" to_port="out 2"/>
  587.                   <connect from_op="Remember-SVM Model" from_port="stored" to_port="out 1"/>
  588.                   <portSpacing port="source_in 1" spacing="0"/>
  589.                   <portSpacing port="source_in 2" spacing="0"/>
  590.                   <portSpacing port="source_in 3" spacing="0"/>
  591.                   <portSpacing port="source_in 4" spacing="0"/>
  592.                   <portSpacing port="sink_out 1" spacing="0"/>
  593.                   <portSpacing port="sink_out 2" spacing="0"/>
  594.                   <portSpacing port="sink_out 3" spacing="0"/>
  595.                   <portSpacing port="sink_out 4" spacing="0"/>
  596.                   <portSpacing port="sink_out 5" spacing="0"/>
  597.                   <portSpacing port="sink_out 6" spacing="0"/>
  598.                   <portSpacing port="sink_out 7" spacing="0"/>
  599.                 </process>
  600.               </operator>
  601.               <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="94" name="Subprocess-Stacking" width="90" x="286" y="111">
  602.                 <process expanded="true">
  603.                   <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" height="112" name="Validation-Stacking" width="90" x="45" y="30">
  604.                     <description>in haman Cross-Fold Validation ast
  605.  
  606.  
  607.  
  608. Stratified entekhab shode ta ye vaght nakonad az yek class recordi entekhab nashavad</description>
  609.                     <process expanded="true">
  610.                       <operator activated="true" class="metacost" compatibility="5.3.008" expanded="true" name="MetaCost-Stacking">
  611.                         <parameter key="cost_matrix" value="[0.0 1.0;1.0 0.0]"/>
  612.                         <process expanded="true">
  613.                           <operator activated="true" class="stacking" compatibility="5.3.008" expanded="true" name="Stacking">
  614.                             <process expanded="true">
  615.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-SVM Model (2)">
  616.                                 <parameter key="name" value="SVM Model"/>
  617.                                 <parameter key="io_object" value="PredictionModel"/>
  618.                                 <parameter key="remove_from_store" value="false"/>
  619.                               </operator>
  620.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-Decision Tree Model (2)">
  621.                                 <parameter key="name" value="Decision Tree Model"/>
  622.                                 <parameter key="io_object" value="PredictionModel"/>
  623.                                 <parameter key="remove_from_store" value="false"/>
  624.                               </operator>
  625.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-Naive Bayes Model (2)">
  626.                                 <parameter key="name" value="Naive Bayes Model"/>
  627.                                 <parameter key="io_object" value="PredictionModel"/>
  628.                                 <parameter key="remove_from_store" value="false"/>
  629.                               </operator>
  630.                               <connect from_op="Recall-SVM Model (2)" from_port="result" to_port="base model 1"/>
  631.                               <connect from_op="Recall-Decision Tree Model (2)" from_port="result" to_port="base model 2"/>
  632.                               <connect from_op="Recall-Naive Bayes Model (2)" from_port="result" to_port="base model 3"/>
  633.                               <portSpacing port="source_training set 1" spacing="0"/>
  634.                               <portSpacing port="sink_base model 1" spacing="0"/>
  635.                               <portSpacing port="sink_base model 2" spacing="0"/>
  636.                               <portSpacing port="sink_base model 3" spacing="0"/>
  637.                               <portSpacing port="sink_base model 4" spacing="0"/>
  638.                             </process>
  639.                             <process expanded="true">
  640.                               <operator activated="true" class="k_nn" compatibility="5.3.008" expanded="true" name="k-NN"/>
  641.                               <connect from_port="stacking examples" to_op="k-NN" to_port="training set"/>
  642.                               <connect from_op="k-NN" from_port="model" to_port="stacking model"/>
  643.                               <portSpacing port="source_stacking examples" spacing="0"/>
  644.                               <portSpacing port="sink_stacking model" spacing="0"/>
  645.                             </process>
  646.                           </operator>
  647.                           <connect from_port="training set" to_op="Stacking" to_port="training set"/>
  648.                           <connect from_op="Stacking" from_port="model" to_port="model"/>
  649.                           <portSpacing port="source_training set" spacing="0"/>
  650.                           <portSpacing port="sink_model" spacing="0"/>
  651.                         </process>
  652.                       </operator>
  653.                       <connect from_port="training" to_op="MetaCost-Stacking" to_port="training set"/>
  654.                       <connect from_op="MetaCost-Stacking" from_port="model" to_port="model"/>
  655.                       <portSpacing port="source_training" spacing="0"/>
  656.                       <portSpacing port="sink_model" spacing="0"/>
  657.                       <portSpacing port="sink_through 1" spacing="0"/>
  658.                     </process>
  659.                     <process expanded="true">
  660.                       <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Stacking">
  661.                         <list key="application_parameters"/>
  662.                       </operator>
  663.                       <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Stacking">
  664.                         <parameter key="classification_error" value="true"/>
  665.                         <list key="class_weights"/>
  666.                       </operator>
  667.                       <connect from_port="model" to_op="Apply Model-Stacking" to_port="model"/>
  668.                       <connect from_port="test set" to_op="Apply Model-Stacking" to_port="unlabelled data"/>
  669.                       <connect from_op="Apply Model-Stacking" from_port="labelled data" to_op="Performance-Stacking" to_port="labelled data"/>
  670.                       <connect from_op="Performance-Stacking" from_port="performance" to_port="averagable 1"/>
  671.                       <portSpacing port="source_model" spacing="0"/>
  672.                       <portSpacing port="source_test set" spacing="0"/>
  673.                       <portSpacing port="source_through 1" spacing="0"/>
  674.                       <portSpacing port="sink_averagable 1" spacing="0"/>
  675.                       <portSpacing port="sink_averagable 2" spacing="0"/>
  676.                     </process>
  677.                   </operator>
  678.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Stacking Performance" width="90" x="295" y="57">
  679.                     <parameter key="name" value="Stacking Performance"/>
  680.                     <parameter key="io_object" value="PerformanceVector"/>
  681.                   </operator>
  682.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Stacking Model" width="90" x="295" y="30">
  683.                     <parameter key="name" value="Stacking Model4"/>
  684.                     <parameter key="io_object" value="PredictionModel"/>
  685.                   </operator>
  686.                   <connect from_port="in 1" to_op="Validation-Stacking" to_port="training"/>
  687.                   <connect from_op="Validation-Stacking" from_port="model" to_op="Remember-Stacking Model" to_port="store"/>
  688.                   <connect from_op="Validation-Stacking" from_port="averagable 1" to_op="Remember-Stacking Performance" to_port="store"/>
  689.                   <connect from_op="Remember-Stacking Performance" from_port="stored" to_port="out 2"/>
  690.                   <connect from_op="Remember-Stacking Model" from_port="stored" to_port="out 1"/>
  691.                   <portSpacing port="source_in 1" spacing="0"/>
  692.                   <portSpacing port="source_in 2" spacing="0"/>
  693.                   <portSpacing port="sink_out 1" spacing="0"/>
  694.                   <portSpacing port="sink_out 2" spacing="0"/>
  695.                   <portSpacing port="sink_out 3" spacing="0"/>
  696.                 </process>
  697.               </operator>
  698.               <connect from_port="in 1" to_op="Multiply (2)" to_port="input"/>
  699.               <connect from_op="Multiply (2)" from_port="output 1" to_op="Base Learners" to_port="in 1"/>
  700.               <connect from_op="Multiply (2)" from_port="output 2" to_op="Base Learners" to_port="in 2"/>
  701.               <connect from_op="Multiply (2)" from_port="output 3" to_op="Base Learners" to_port="in 3"/>
  702.               <connect from_op="Multiply (2)" from_port="output 4" to_op="Subprocess-Stacking" to_port="in 1"/>
  703.               <connect from_op="Base Learners" from_port="out 1" to_port="out 1"/>
  704.               <connect from_op="Base Learners" from_port="out 2" to_port="out 2"/>
  705.               <connect from_op="Base Learners" from_port="out 3" to_port="out 3"/>
  706.               <connect from_op="Base Learners" from_port="out 4" to_port="out 4"/>
  707.               <connect from_op="Base Learners" from_port="out 5" to_port="out 5"/>
  708.               <connect from_op="Base Learners" from_port="out 6" to_port="out 6"/>
  709.               <connect from_op="Subprocess-Stacking" from_port="out 1" to_port="out 7"/>
  710.               <connect from_op="Subprocess-Stacking" from_port="out 2" to_port="out 8"/>
  711.               <portSpacing port="source_in 1" spacing="0"/>
  712.               <portSpacing port="source_in 2" spacing="0"/>
  713.               <portSpacing port="sink_out 1" spacing="0"/>
  714.               <portSpacing port="sink_out 2" spacing="0"/>
  715.               <portSpacing port="sink_out 3" spacing="0"/>
  716.               <portSpacing port="sink_out 4" spacing="0"/>
  717.               <portSpacing port="sink_out 5" spacing="0"/>
  718.               <portSpacing port="sink_out 6" spacing="0"/>
  719.               <portSpacing port="sink_out 7" spacing="0"/>
  720.               <portSpacing port="sink_out 8" spacing="0"/>
  721.               <portSpacing port="sink_out 9" spacing="0"/>
  722.             </process>
  723.           </operator>
  724.           <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="202" name="ModeligWith3rdImputation" width="90" x="179" y="390">
  725.             <process expanded="true">
  726.               <operator activated="true" class="multiply" compatibility="5.3.008" expanded="true" height="130" name="Multiply (6)" width="90" x="45" y="30"/>
  727.               <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="166" name="Base Learners (5)" width="90" x="286" y="30">
  728.                 <process expanded="true">
  729.                   <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Models (5)">
  730.                     <process expanded="true">
  731.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Decision Tree (5)">
  732.                         <process expanded="true">
  733.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-Decision Tree (5)">
  734.                             <process expanded="true">
  735.                               <operator activated="true" class="weka:W-J48" compatibility="5.3.001" expanded="true" name="W-J48 (5)"/>
  736.                               <connect from_port="training" to_op="W-J48 (5)" to_port="training set"/>
  737.                               <connect from_op="W-J48 (5)" from_port="model" to_port="model"/>
  738.                               <portSpacing port="source_training" spacing="0"/>
  739.                               <portSpacing port="sink_model" spacing="0"/>
  740.                               <portSpacing port="sink_through 1" spacing="0"/>
  741.                             </process>
  742.                             <process expanded="true">
  743.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Decision Tree (5)">
  744.                                 <list key="application_parameters"/>
  745.                               </operator>
  746.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Decision Tree (5)">
  747.                                 <parameter key="classification_error" value="true"/>
  748.                                 <parameter key="kappa" value="true"/>
  749.                                 <parameter key="weighted_mean_recall" value="true"/>
  750.                                 <parameter key="weighted_mean_precision" value="true"/>
  751.                                 <parameter key="spearman_rho" value="true"/>
  752.                                 <list key="class_weights"/>
  753.                               </operator>
  754.                               <connect from_port="model" to_op="Apply Model-Decision Tree (5)" to_port="model"/>
  755.                               <connect from_port="test set" to_op="Apply Model-Decision Tree (5)" to_port="unlabelled data"/>
  756.                               <connect from_op="Apply Model-Decision Tree (5)" from_port="labelled data" to_op="Performance-Decision Tree (5)" to_port="labelled data"/>
  757.                               <connect from_op="Performance-Decision Tree (5)" from_port="performance" to_port="averagable 1"/>
  758.                               <portSpacing port="source_model" spacing="0"/>
  759.                               <portSpacing port="source_test set" spacing="0"/>
  760.                               <portSpacing port="source_through 1" spacing="0"/>
  761.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  762.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  763.                             </process>
  764.                           </operator>
  765.                           <connect from_port="in 1" to_op="Validation-Decision Tree (5)" to_port="training"/>
  766.                           <connect from_op="Validation-Decision Tree (5)" from_port="model" to_port="out 1"/>
  767.                           <connect from_op="Validation-Decision Tree (5)" from_port="averagable 1" to_port="out 2"/>
  768.                           <portSpacing port="source_in 1" spacing="0"/>
  769.                           <portSpacing port="source_in 2" spacing="0"/>
  770.                           <portSpacing port="sink_out 1" spacing="0"/>
  771.                           <portSpacing port="sink_out 2" spacing="0"/>
  772.                           <portSpacing port="sink_out 3" spacing="0"/>
  773.                         </process>
  774.                       </operator>
  775.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="SVM (9)">
  776.                         <process expanded="true">
  777.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-SVM (5)">
  778.                             <process expanded="true">
  779.                               <operator activated="true" class="support_vector_machine" compatibility="5.3.008" expanded="true" name="SVM (10)"/>
  780.                               <connect from_port="training" to_op="SVM (10)" to_port="training set"/>
  781.                               <connect from_op="SVM (10)" from_port="model" to_port="model"/>
  782.                               <portSpacing port="source_training" spacing="0"/>
  783.                               <portSpacing port="sink_model" spacing="0"/>
  784.                               <portSpacing port="sink_through 1" spacing="0"/>
  785.                             </process>
  786.                             <process expanded="true">
  787.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-SVM (5)">
  788.                                 <list key="application_parameters"/>
  789.                               </operator>
  790.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-SVM (5)">
  791.                                 <parameter key="classification_error" value="true"/>
  792.                                 <parameter key="kappa" value="true"/>
  793.                                 <parameter key="weighted_mean_recall" value="true"/>
  794.                                 <parameter key="weighted_mean_precision" value="true"/>
  795.                                 <parameter key="spearman_rho" value="true"/>
  796.                                 <list key="class_weights"/>
  797.                               </operator>
  798.                               <connect from_port="model" to_op="Apply Model-SVM (5)" to_port="model"/>
  799.                               <connect from_port="test set" to_op="Apply Model-SVM (5)" to_port="unlabelled data"/>
  800.                               <connect from_op="Apply Model-SVM (5)" from_port="labelled data" to_op="Performance-SVM (5)" to_port="labelled data"/>
  801.                               <connect from_op="Performance-SVM (5)" from_port="performance" to_port="averagable 1"/>
  802.                               <portSpacing port="source_model" spacing="0"/>
  803.                               <portSpacing port="source_test set" spacing="0"/>
  804.                               <portSpacing port="source_through 1" spacing="0"/>
  805.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  806.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  807.                             </process>
  808.                           </operator>
  809.                           <connect from_port="in 1" to_op="Validation-SVM (5)" to_port="training"/>
  810.                           <connect from_op="Validation-SVM (5)" from_port="model" to_port="out 1"/>
  811.                           <connect from_op="Validation-SVM (5)" from_port="averagable 1" to_port="out 2"/>
  812.                           <portSpacing port="source_in 1" spacing="0"/>
  813.                           <portSpacing port="source_in 2" spacing="0"/>
  814.                           <portSpacing port="sink_out 1" spacing="0"/>
  815.                           <portSpacing port="sink_out 2" spacing="0"/>
  816.                           <portSpacing port="sink_out 3" spacing="0"/>
  817.                         </process>
  818.                       </operator>
  819.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Naive Bayes (9)">
  820.                         <process expanded="true">
  821.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-Naive Bayes (5)">
  822.                             <process expanded="true">
  823.                               <operator activated="true" class="naive_bayes" compatibility="5.3.008" expanded="true" name="Naive Bayes (10)"/>
  824.                               <connect from_port="training" to_op="Naive Bayes (10)" to_port="training set"/>
  825.                               <connect from_op="Naive Bayes (10)" from_port="model" to_port="model"/>
  826.                               <portSpacing port="source_training" spacing="0"/>
  827.                               <portSpacing port="sink_model" spacing="0"/>
  828.                               <portSpacing port="sink_through 1" spacing="0"/>
  829.                             </process>
  830.                             <process expanded="true">
  831.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Naive Bayes (5)">
  832.                                 <list key="application_parameters"/>
  833.                               </operator>
  834.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Naive Bayes (5)">
  835.                                 <parameter key="classification_error" value="true"/>
  836.                                 <parameter key="kappa" value="true"/>
  837.                                 <parameter key="weighted_mean_recall" value="true"/>
  838.                                 <parameter key="weighted_mean_precision" value="true"/>
  839.                                 <parameter key="spearman_rho" value="true"/>
  840.                                 <list key="class_weights"/>
  841.                               </operator>
  842.                               <connect from_port="model" to_op="Apply Model-Naive Bayes (5)" to_port="model"/>
  843.                               <connect from_port="test set" to_op="Apply Model-Naive Bayes (5)" to_port="unlabelled data"/>
  844.                               <connect from_op="Apply Model-Naive Bayes (5)" from_port="labelled data" to_op="Performance-Naive Bayes (5)" to_port="labelled data"/>
  845.                               <connect from_op="Performance-Naive Bayes (5)" from_port="performance" to_port="averagable 1"/>
  846.                               <portSpacing port="source_model" spacing="0"/>
  847.                               <portSpacing port="source_test set" spacing="0"/>
  848.                               <portSpacing port="source_through 1" spacing="0"/>
  849.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  850.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  851.                             </process>
  852.                           </operator>
  853.                           <connect from_port="in 1" to_op="Validation-Naive Bayes (5)" to_port="training"/>
  854.                           <connect from_op="Validation-Naive Bayes (5)" from_port="model" to_port="out 1"/>
  855.                           <connect from_op="Validation-Naive Bayes (5)" from_port="averagable 1" to_port="out 2"/>
  856.                           <portSpacing port="source_in 1" spacing="0"/>
  857.                           <portSpacing port="source_in 2" spacing="0"/>
  858.                           <portSpacing port="sink_out 1" spacing="0"/>
  859.                           <portSpacing port="sink_out 2" spacing="0"/>
  860.                           <portSpacing port="sink_out 3" spacing="0"/>
  861.                         </process>
  862.                       </operator>
  863.                       <connect from_port="in 1" to_op="SVM (9)" to_port="in 1"/>
  864.                       <connect from_port="in 2" to_op="Decision Tree (5)" to_port="in 1"/>
  865.                       <connect from_port="in 3" to_op="Naive Bayes (9)" to_port="in 1"/>
  866.                       <connect from_op="Decision Tree (5)" from_port="out 1" to_port="out 3"/>
  867.                       <connect from_op="Decision Tree (5)" from_port="out 2" to_port="out 4"/>
  868.                       <connect from_op="SVM (9)" from_port="out 1" to_port="out 1"/>
  869.                       <connect from_op="SVM (9)" from_port="out 2" to_port="out 2"/>
  870.                       <connect from_op="Naive Bayes (9)" from_port="out 1" to_port="out 5"/>
  871.                       <connect from_op="Naive Bayes (9)" from_port="out 2" to_port="out 6"/>
  872.                       <portSpacing port="source_in 1" spacing="0"/>
  873.                       <portSpacing port="source_in 2" spacing="0"/>
  874.                       <portSpacing port="source_in 3" spacing="0"/>
  875.                       <portSpacing port="source_in 4" spacing="0"/>
  876.                       <portSpacing port="sink_out 1" spacing="0"/>
  877.                       <portSpacing port="sink_out 2" spacing="0"/>
  878.                       <portSpacing port="sink_out 3" spacing="0"/>
  879.                       <portSpacing port="sink_out 4" spacing="0"/>
  880.                       <portSpacing port="sink_out 5" spacing="0"/>
  881.                       <portSpacing port="sink_out 6" spacing="0"/>
  882.                       <portSpacing port="sink_out 7" spacing="0"/>
  883.                     </process>
  884.                   </operator>
  885.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Naive Bayes Performance (5)">
  886.                     <parameter key="name" value="Naive Bayes Performance"/>
  887.                     <parameter key="io_object" value="PerformanceVector"/>
  888.                   </operator>
  889.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Naive Bayes Model (5)">
  890.                     <parameter key="name" value="Naive Bayes Model"/>
  891.                     <parameter key="io_object" value="PredictionModel"/>
  892.                   </operator>
  893.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Decision Tree Performance (5)">
  894.                     <parameter key="name" value="Decision Tree Performance"/>
  895.                     <parameter key="io_object" value="PerformanceVector"/>
  896.                   </operator>
  897.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Decision Tree Model (5)">
  898.                     <parameter key="name" value="Decision Tree Model"/>
  899.                     <parameter key="io_object" value="PredictionModel"/>
  900.                   </operator>
  901.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-SVM Performance (5)">
  902.                     <parameter key="name" value="SVM Performance"/>
  903.                     <parameter key="io_object" value="PerformanceVector"/>
  904.                   </operator>
  905.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-SVM Model (5)">
  906.                     <parameter key="name" value="SVM Model"/>
  907.                     <parameter key="io_object" value="PredictionModel"/>
  908.                   </operator>
  909.                   <connect from_port="in 1" to_op="Models (5)" to_port="in 1"/>
  910.                   <connect from_port="in 2" to_op="Models (5)" to_port="in 2"/>
  911.                   <connect from_port="in 3" to_op="Models (5)" to_port="in 3"/>
  912.                   <connect from_op="Models (5)" from_port="out 1" to_op="Remember-SVM Model (5)" to_port="store"/>
  913.                   <connect from_op="Models (5)" from_port="out 2" to_op="Remember-SVM Performance (5)" to_port="store"/>
  914.                   <connect from_op="Models (5)" from_port="out 3" to_op="Remember-Decision Tree Model (5)" to_port="store"/>
  915.                   <connect from_op="Models (5)" from_port="out 4" to_op="Remember-Decision Tree Performance (5)" to_port="store"/>
  916.                   <connect from_op="Models (5)" from_port="out 5" to_op="Remember-Naive Bayes Model (5)" to_port="store"/>
  917.                   <connect from_op="Models (5)" from_port="out 6" to_op="Remember-Naive Bayes Performance (5)" to_port="store"/>
  918.                   <connect from_op="Remember-Naive Bayes Performance (5)" from_port="stored" to_port="out 6"/>
  919.                   <connect from_op="Remember-Naive Bayes Model (5)" from_port="stored" to_port="out 5"/>
  920.                   <connect from_op="Remember-Decision Tree Performance (5)" from_port="stored" to_port="out 4"/>
  921.                   <connect from_op="Remember-Decision Tree Model (5)" from_port="stored" to_port="out 3"/>
  922.                   <connect from_op="Remember-SVM Performance (5)" from_port="stored" to_port="out 2"/>
  923.                   <connect from_op="Remember-SVM Model (5)" from_port="stored" to_port="out 1"/>
  924.                   <portSpacing port="source_in 1" spacing="0"/>
  925.                   <portSpacing port="source_in 2" spacing="0"/>
  926.                   <portSpacing port="source_in 3" spacing="0"/>
  927.                   <portSpacing port="source_in 4" spacing="0"/>
  928.                   <portSpacing port="sink_out 1" spacing="0"/>
  929.                   <portSpacing port="sink_out 2" spacing="0"/>
  930.                   <portSpacing port="sink_out 3" spacing="0"/>
  931.                   <portSpacing port="sink_out 4" spacing="0"/>
  932.                   <portSpacing port="sink_out 5" spacing="0"/>
  933.                   <portSpacing port="sink_out 6" spacing="0"/>
  934.                   <portSpacing port="sink_out 7" spacing="0"/>
  935.                 </process>
  936.               </operator>
  937.               <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="94" name="Subprocess-Stacking (5)" width="90" x="286" y="111">
  938.                 <process expanded="true">
  939.                   <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" height="112" name="Validation-Stacking (5)" width="90" x="45" y="30">
  940.                     <description>in haman Cross-Fold Validation ast
  941.  
  942.  
  943.  
  944. Stratified entekhab shode ta ye vaght nakonad az yek class recordi entekhab nashavad</description>
  945.                     <process expanded="true">
  946.                       <operator activated="true" class="metacost" compatibility="5.3.008" expanded="true" name="MetaCost-Stacking (5)">
  947.                         <parameter key="cost_matrix" value="[0.0 1.0;1.0 0.0]"/>
  948.                         <process expanded="true">
  949.                           <operator activated="true" class="stacking" compatibility="5.3.008" expanded="true" name="Stacking (5)">
  950.                             <process expanded="true">
  951.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-SVM Model (6)">
  952.                                 <parameter key="name" value="SVM Model"/>
  953.                                 <parameter key="io_object" value="PredictionModel"/>
  954.                                 <parameter key="remove_from_store" value="false"/>
  955.                               </operator>
  956.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-Decision Tree Model (6)">
  957.                                 <parameter key="name" value="Decision Tree Model"/>
  958.                                 <parameter key="io_object" value="PredictionModel"/>
  959.                                 <parameter key="remove_from_store" value="false"/>
  960.                               </operator>
  961.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-Naive Bayes Model (6)">
  962.                                 <parameter key="name" value="Naive Bayes Model"/>
  963.                                 <parameter key="io_object" value="PredictionModel"/>
  964.                                 <parameter key="remove_from_store" value="false"/>
  965.                               </operator>
  966.                               <connect from_op="Recall-SVM Model (6)" from_port="result" to_port="base model 1"/>
  967.                               <connect from_op="Recall-Decision Tree Model (6)" from_port="result" to_port="base model 2"/>
  968.                               <connect from_op="Recall-Naive Bayes Model (6)" from_port="result" to_port="base model 3"/>
  969.                               <portSpacing port="source_training set 1" spacing="0"/>
  970.                               <portSpacing port="sink_base model 1" spacing="0"/>
  971.                               <portSpacing port="sink_base model 2" spacing="0"/>
  972.                               <portSpacing port="sink_base model 3" spacing="0"/>
  973.                               <portSpacing port="sink_base model 4" spacing="0"/>
  974.                             </process>
  975.                             <process expanded="true">
  976.                               <operator activated="true" class="k_nn" compatibility="5.3.008" expanded="true" name="k-NN (5)"/>
  977.                               <connect from_port="stacking examples" to_op="k-NN (5)" to_port="training set"/>
  978.                               <connect from_op="k-NN (5)" from_port="model" to_port="stacking model"/>
  979.                               <portSpacing port="source_stacking examples" spacing="0"/>
  980.                               <portSpacing port="sink_stacking model" spacing="0"/>
  981.                             </process>
  982.                           </operator>
  983.                           <connect from_port="training set" to_op="Stacking (5)" to_port="training set"/>
  984.                           <connect from_op="Stacking (5)" from_port="model" to_port="model"/>
  985.                           <portSpacing port="source_training set" spacing="0"/>
  986.                           <portSpacing port="sink_model" spacing="0"/>
  987.                         </process>
  988.                       </operator>
  989.                       <connect from_port="training" to_op="MetaCost-Stacking (5)" to_port="training set"/>
  990.                       <connect from_op="MetaCost-Stacking (5)" from_port="model" to_port="model"/>
  991.                       <portSpacing port="source_training" spacing="0"/>
  992.                       <portSpacing port="sink_model" spacing="0"/>
  993.                       <portSpacing port="sink_through 1" spacing="0"/>
  994.                     </process>
  995.                     <process expanded="true">
  996.                       <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Stacking (5)">
  997.                         <list key="application_parameters"/>
  998.                       </operator>
  999.                       <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Stacking (5)">
  1000.                         <parameter key="classification_error" value="true"/>
  1001.                         <list key="class_weights"/>
  1002.                       </operator>
  1003.                       <connect from_port="model" to_op="Apply Model-Stacking (5)" to_port="model"/>
  1004.                       <connect from_port="test set" to_op="Apply Model-Stacking (5)" to_port="unlabelled data"/>
  1005.                       <connect from_op="Apply Model-Stacking (5)" from_port="labelled data" to_op="Performance-Stacking (5)" to_port="labelled data"/>
  1006.                       <connect from_op="Performance-Stacking (5)" from_port="performance" to_port="averagable 1"/>
  1007.                       <portSpacing port="source_model" spacing="0"/>
  1008.                       <portSpacing port="source_test set" spacing="0"/>
  1009.                       <portSpacing port="source_through 1" spacing="0"/>
  1010.                       <portSpacing port="sink_averagable 1" spacing="0"/>
  1011.                       <portSpacing port="sink_averagable 2" spacing="0"/>
  1012.                     </process>
  1013.                   </operator>
  1014.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Stacking Performance (5)" width="90" x="295" y="57">
  1015.                     <parameter key="name" value="Stacking Performance"/>
  1016.                     <parameter key="io_object" value="PerformanceVector"/>
  1017.                   </operator>
  1018.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Stacking Model (5)" width="90" x="295" y="30">
  1019.                     <parameter key="name" value="Stacking Model3"/>
  1020.                     <parameter key="io_object" value="PredictionModel"/>
  1021.                   </operator>
  1022.                   <connect from_port="in 1" to_op="Validation-Stacking (5)" to_port="training"/>
  1023.                   <connect from_op="Validation-Stacking (5)" from_port="model" to_op="Remember-Stacking Model (5)" to_port="store"/>
  1024.                   <connect from_op="Validation-Stacking (5)" from_port="averagable 1" to_op="Remember-Stacking Performance (5)" to_port="store"/>
  1025.                   <connect from_op="Remember-Stacking Performance (5)" from_port="stored" to_port="out 2"/>
  1026.                   <connect from_op="Remember-Stacking Model (5)" from_port="stored" to_port="out 1"/>
  1027.                   <portSpacing port="source_in 1" spacing="0"/>
  1028.                   <portSpacing port="source_in 2" spacing="0"/>
  1029.                   <portSpacing port="sink_out 1" spacing="0"/>
  1030.                   <portSpacing port="sink_out 2" spacing="0"/>
  1031.                   <portSpacing port="sink_out 3" spacing="0"/>
  1032.                 </process>
  1033.               </operator>
  1034.               <connect from_port="in 1" to_op="Multiply (6)" to_port="input"/>
  1035.               <connect from_op="Multiply (6)" from_port="output 1" to_op="Base Learners (5)" to_port="in 1"/>
  1036.               <connect from_op="Multiply (6)" from_port="output 2" to_op="Base Learners (5)" to_port="in 2"/>
  1037.               <connect from_op="Multiply (6)" from_port="output 3" to_op="Base Learners (5)" to_port="in 3"/>
  1038.               <connect from_op="Multiply (6)" from_port="output 4" to_op="Subprocess-Stacking (5)" to_port="in 1"/>
  1039.               <connect from_op="Base Learners (5)" from_port="out 1" to_port="out 1"/>
  1040.               <connect from_op="Base Learners (5)" from_port="out 2" to_port="out 2"/>
  1041.               <connect from_op="Base Learners (5)" from_port="out 3" to_port="out 3"/>
  1042.               <connect from_op="Base Learners (5)" from_port="out 4" to_port="out 4"/>
  1043.               <connect from_op="Base Learners (5)" from_port="out 5" to_port="out 5"/>
  1044.               <connect from_op="Base Learners (5)" from_port="out 6" to_port="out 6"/>
  1045.               <connect from_op="Subprocess-Stacking (5)" from_port="out 1" to_port="out 7"/>
  1046.               <connect from_op="Subprocess-Stacking (5)" from_port="out 2" to_port="out 8"/>
  1047.               <portSpacing port="source_in 1" spacing="0"/>
  1048.               <portSpacing port="source_in 2" spacing="0"/>
  1049.               <portSpacing port="sink_out 1" spacing="0"/>
  1050.               <portSpacing port="sink_out 2" spacing="0"/>
  1051.               <portSpacing port="sink_out 3" spacing="0"/>
  1052.               <portSpacing port="sink_out 4" spacing="0"/>
  1053.               <portSpacing port="sink_out 5" spacing="0"/>
  1054.               <portSpacing port="sink_out 6" spacing="0"/>
  1055.               <portSpacing port="sink_out 7" spacing="0"/>
  1056.               <portSpacing port="sink_out 8" spacing="0"/>
  1057.               <portSpacing port="sink_out 9" spacing="0"/>
  1058.             </process>
  1059.           </operator>
  1060.           <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="202" name="ModeligWith2ndImputation" width="90" x="179" y="255">
  1061.             <process expanded="true">
  1062.               <operator activated="true" class="multiply" compatibility="5.3.008" expanded="true" height="130" name="Multiply (5)" width="90" x="45" y="30"/>
  1063.               <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="166" name="Base Learners (4)" width="90" x="286" y="30">
  1064.                 <process expanded="true">
  1065.                   <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Models (4)">
  1066.                     <process expanded="true">
  1067.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Decision Tree (4)">
  1068.                         <process expanded="true">
  1069.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-Decision Tree (4)">
  1070.                             <process expanded="true">
  1071.                               <operator activated="true" class="weka:W-J48" compatibility="5.3.001" expanded="true" name="W-J48 (4)"/>
  1072.                               <connect from_port="training" to_op="W-J48 (4)" to_port="training set"/>
  1073.                               <connect from_op="W-J48 (4)" from_port="model" to_port="model"/>
  1074.                               <portSpacing port="source_training" spacing="0"/>
  1075.                               <portSpacing port="sink_model" spacing="0"/>
  1076.                               <portSpacing port="sink_through 1" spacing="0"/>
  1077.                             </process>
  1078.                             <process expanded="true">
  1079.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Decision Tree (4)">
  1080.                                 <list key="application_parameters"/>
  1081.                               </operator>
  1082.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Decision Tree (4)">
  1083.                                 <parameter key="classification_error" value="true"/>
  1084.                                 <parameter key="kappa" value="true"/>
  1085.                                 <parameter key="weighted_mean_recall" value="true"/>
  1086.                                 <parameter key="weighted_mean_precision" value="true"/>
  1087.                                 <parameter key="spearman_rho" value="true"/>
  1088.                                 <list key="class_weights"/>
  1089.                               </operator>
  1090.                               <connect from_port="model" to_op="Apply Model-Decision Tree (4)" to_port="model"/>
  1091.                               <connect from_port="test set" to_op="Apply Model-Decision Tree (4)" to_port="unlabelled data"/>
  1092.                               <connect from_op="Apply Model-Decision Tree (4)" from_port="labelled data" to_op="Performance-Decision Tree (4)" to_port="labelled data"/>
  1093.                               <connect from_op="Performance-Decision Tree (4)" from_port="performance" to_port="averagable 1"/>
  1094.                               <portSpacing port="source_model" spacing="0"/>
  1095.                               <portSpacing port="source_test set" spacing="0"/>
  1096.                               <portSpacing port="source_through 1" spacing="0"/>
  1097.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  1098.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  1099.                             </process>
  1100.                           </operator>
  1101.                           <connect from_port="in 1" to_op="Validation-Decision Tree (4)" to_port="training"/>
  1102.                           <connect from_op="Validation-Decision Tree (4)" from_port="model" to_port="out 1"/>
  1103.                           <connect from_op="Validation-Decision Tree (4)" from_port="averagable 1" to_port="out 2"/>
  1104.                           <portSpacing port="source_in 1" spacing="0"/>
  1105.                           <portSpacing port="source_in 2" spacing="0"/>
  1106.                           <portSpacing port="sink_out 1" spacing="0"/>
  1107.                           <portSpacing port="sink_out 2" spacing="0"/>
  1108.                           <portSpacing port="sink_out 3" spacing="0"/>
  1109.                         </process>
  1110.                       </operator>
  1111.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="SVM (7)">
  1112.                         <process expanded="true">
  1113.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-SVM (4)">
  1114.                             <process expanded="true">
  1115.                               <operator activated="true" class="support_vector_machine" compatibility="5.3.008" expanded="true" name="SVM (8)"/>
  1116.                               <connect from_port="training" to_op="SVM (8)" to_port="training set"/>
  1117.                               <connect from_op="SVM (8)" from_port="model" to_port="model"/>
  1118.                               <portSpacing port="source_training" spacing="0"/>
  1119.                               <portSpacing port="sink_model" spacing="0"/>
  1120.                               <portSpacing port="sink_through 1" spacing="0"/>
  1121.                             </process>
  1122.                             <process expanded="true">
  1123.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-SVM (4)">
  1124.                                 <list key="application_parameters"/>
  1125.                               </operator>
  1126.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-SVM (4)">
  1127.                                 <parameter key="classification_error" value="true"/>
  1128.                                 <parameter key="kappa" value="true"/>
  1129.                                 <parameter key="weighted_mean_recall" value="true"/>
  1130.                                 <parameter key="weighted_mean_precision" value="true"/>
  1131.                                 <parameter key="spearman_rho" value="true"/>
  1132.                                 <list key="class_weights"/>
  1133.                               </operator>
  1134.                               <connect from_port="model" to_op="Apply Model-SVM (4)" to_port="model"/>
  1135.                               <connect from_port="test set" to_op="Apply Model-SVM (4)" to_port="unlabelled data"/>
  1136.                               <connect from_op="Apply Model-SVM (4)" from_port="labelled data" to_op="Performance-SVM (4)" to_port="labelled data"/>
  1137.                               <connect from_op="Performance-SVM (4)" from_port="performance" to_port="averagable 1"/>
  1138.                               <portSpacing port="source_model" spacing="0"/>
  1139.                               <portSpacing port="source_test set" spacing="0"/>
  1140.                               <portSpacing port="source_through 1" spacing="0"/>
  1141.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  1142.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  1143.                             </process>
  1144.                           </operator>
  1145.                           <connect from_port="in 1" to_op="Validation-SVM (4)" to_port="training"/>
  1146.                           <connect from_op="Validation-SVM (4)" from_port="model" to_port="out 1"/>
  1147.                           <connect from_op="Validation-SVM (4)" from_port="averagable 1" to_port="out 2"/>
  1148.                           <portSpacing port="source_in 1" spacing="0"/>
  1149.                           <portSpacing port="source_in 2" spacing="0"/>
  1150.                           <portSpacing port="sink_out 1" spacing="0"/>
  1151.                           <portSpacing port="sink_out 2" spacing="0"/>
  1152.                           <portSpacing port="sink_out 3" spacing="0"/>
  1153.                         </process>
  1154.                       </operator>
  1155.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Naive Bayes (7)">
  1156.                         <process expanded="true">
  1157.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-Naive Bayes (4)">
  1158.                             <process expanded="true">
  1159.                               <operator activated="true" class="naive_bayes" compatibility="5.3.008" expanded="true" name="Naive Bayes (8)"/>
  1160.                               <connect from_port="training" to_op="Naive Bayes (8)" to_port="training set"/>
  1161.                               <connect from_op="Naive Bayes (8)" from_port="model" to_port="model"/>
  1162.                               <portSpacing port="source_training" spacing="0"/>
  1163.                               <portSpacing port="sink_model" spacing="0"/>
  1164.                               <portSpacing port="sink_through 1" spacing="0"/>
  1165.                             </process>
  1166.                             <process expanded="true">
  1167.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Naive Bayes (4)">
  1168.                                 <list key="application_parameters"/>
  1169.                               </operator>
  1170.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Naive Bayes (4)">
  1171.                                 <parameter key="classification_error" value="true"/>
  1172.                                 <parameter key="kappa" value="true"/>
  1173.                                 <parameter key="weighted_mean_recall" value="true"/>
  1174.                                 <parameter key="weighted_mean_precision" value="true"/>
  1175.                                 <parameter key="spearman_rho" value="true"/>
  1176.                                 <list key="class_weights"/>
  1177.                               </operator>
  1178.                               <connect from_port="model" to_op="Apply Model-Naive Bayes (4)" to_port="model"/>
  1179.                               <connect from_port="test set" to_op="Apply Model-Naive Bayes (4)" to_port="unlabelled data"/>
  1180.                               <connect from_op="Apply Model-Naive Bayes (4)" from_port="labelled data" to_op="Performance-Naive Bayes (4)" to_port="labelled data"/>
  1181.                               <connect from_op="Performance-Naive Bayes (4)" from_port="performance" to_port="averagable 1"/>
  1182.                               <portSpacing port="source_model" spacing="0"/>
  1183.                               <portSpacing port="source_test set" spacing="0"/>
  1184.                               <portSpacing port="source_through 1" spacing="0"/>
  1185.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  1186.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  1187.                             </process>
  1188.                           </operator>
  1189.                           <connect from_port="in 1" to_op="Validation-Naive Bayes (4)" to_port="training"/>
  1190.                           <connect from_op="Validation-Naive Bayes (4)" from_port="model" to_port="out 1"/>
  1191.                           <connect from_op="Validation-Naive Bayes (4)" from_port="averagable 1" to_port="out 2"/>
  1192.                           <portSpacing port="source_in 1" spacing="0"/>
  1193.                           <portSpacing port="source_in 2" spacing="0"/>
  1194.                           <portSpacing port="sink_out 1" spacing="0"/>
  1195.                           <portSpacing port="sink_out 2" spacing="0"/>
  1196.                           <portSpacing port="sink_out 3" spacing="0"/>
  1197.                         </process>
  1198.                       </operator>
  1199.                       <connect from_port="in 1" to_op="SVM (7)" to_port="in 1"/>
  1200.                       <connect from_port="in 2" to_op="Decision Tree (4)" to_port="in 1"/>
  1201.                       <connect from_port="in 3" to_op="Naive Bayes (7)" to_port="in 1"/>
  1202.                       <connect from_op="Decision Tree (4)" from_port="out 1" to_port="out 3"/>
  1203.                       <connect from_op="Decision Tree (4)" from_port="out 2" to_port="out 4"/>
  1204.                       <connect from_op="SVM (7)" from_port="out 1" to_port="out 1"/>
  1205.                       <connect from_op="SVM (7)" from_port="out 2" to_port="out 2"/>
  1206.                       <connect from_op="Naive Bayes (7)" from_port="out 1" to_port="out 5"/>
  1207.                       <connect from_op="Naive Bayes (7)" from_port="out 2" to_port="out 6"/>
  1208.                       <portSpacing port="source_in 1" spacing="0"/>
  1209.                       <portSpacing port="source_in 2" spacing="0"/>
  1210.                       <portSpacing port="source_in 3" spacing="0"/>
  1211.                       <portSpacing port="source_in 4" spacing="0"/>
  1212.                       <portSpacing port="sink_out 1" spacing="0"/>
  1213.                       <portSpacing port="sink_out 2" spacing="0"/>
  1214.                       <portSpacing port="sink_out 3" spacing="0"/>
  1215.                       <portSpacing port="sink_out 4" spacing="0"/>
  1216.                       <portSpacing port="sink_out 5" spacing="0"/>
  1217.                       <portSpacing port="sink_out 6" spacing="0"/>
  1218.                       <portSpacing port="sink_out 7" spacing="0"/>
  1219.                     </process>
  1220.                   </operator>
  1221.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Naive Bayes Performance (4)">
  1222.                     <parameter key="name" value="Naive Bayes Performance"/>
  1223.                     <parameter key="io_object" value="PerformanceVector"/>
  1224.                   </operator>
  1225.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Naive Bayes Model (4)">
  1226.                     <parameter key="name" value="Naive Bayes Model"/>
  1227.                     <parameter key="io_object" value="PredictionModel"/>
  1228.                   </operator>
  1229.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Decision Tree Performance (4)">
  1230.                     <parameter key="name" value="Decision Tree Performance"/>
  1231.                     <parameter key="io_object" value="PerformanceVector"/>
  1232.                   </operator>
  1233.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-Decision Tree Model (4)">
  1234.                     <parameter key="name" value="Decision Tree Model"/>
  1235.                     <parameter key="io_object" value="PredictionModel"/>
  1236.                   </operator>
  1237.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-SVM Performance (4)">
  1238.                     <parameter key="name" value="SVM Performance"/>
  1239.                     <parameter key="io_object" value="PerformanceVector"/>
  1240.                   </operator>
  1241.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" name="Remember-SVM Model (4)">
  1242.                     <parameter key="name" value="SVM Model"/>
  1243.                     <parameter key="io_object" value="PredictionModel"/>
  1244.                   </operator>
  1245.                   <connect from_port="in 1" to_op="Models (4)" to_port="in 1"/>
  1246.                   <connect from_port="in 2" to_op="Models (4)" to_port="in 2"/>
  1247.                   <connect from_port="in 3" to_op="Models (4)" to_port="in 3"/>
  1248.                   <connect from_op="Models (4)" from_port="out 1" to_op="Remember-SVM Model (4)" to_port="store"/>
  1249.                   <connect from_op="Models (4)" from_port="out 2" to_op="Remember-SVM Performance (4)" to_port="store"/>
  1250.                   <connect from_op="Models (4)" from_port="out 3" to_op="Remember-Decision Tree Model (4)" to_port="store"/>
  1251.                   <connect from_op="Models (4)" from_port="out 4" to_op="Remember-Decision Tree Performance (4)" to_port="store"/>
  1252.                   <connect from_op="Models (4)" from_port="out 5" to_op="Remember-Naive Bayes Model (4)" to_port="store"/>
  1253.                   <connect from_op="Models (4)" from_port="out 6" to_op="Remember-Naive Bayes Performance (4)" to_port="store"/>
  1254.                   <connect from_op="Remember-Naive Bayes Performance (4)" from_port="stored" to_port="out 6"/>
  1255.                   <connect from_op="Remember-Naive Bayes Model (4)" from_port="stored" to_port="out 5"/>
  1256.                   <connect from_op="Remember-Decision Tree Performance (4)" from_port="stored" to_port="out 4"/>
  1257.                   <connect from_op="Remember-Decision Tree Model (4)" from_port="stored" to_port="out 3"/>
  1258.                   <connect from_op="Remember-SVM Performance (4)" from_port="stored" to_port="out 2"/>
  1259.                   <connect from_op="Remember-SVM Model (4)" from_port="stored" to_port="out 1"/>
  1260.                   <portSpacing port="source_in 1" spacing="0"/>
  1261.                   <portSpacing port="source_in 2" spacing="0"/>
  1262.                   <portSpacing port="source_in 3" spacing="0"/>
  1263.                   <portSpacing port="source_in 4" spacing="0"/>
  1264.                   <portSpacing port="sink_out 1" spacing="0"/>
  1265.                   <portSpacing port="sink_out 2" spacing="0"/>
  1266.                   <portSpacing port="sink_out 3" spacing="0"/>
  1267.                   <portSpacing port="sink_out 4" spacing="0"/>
  1268.                   <portSpacing port="sink_out 5" spacing="0"/>
  1269.                   <portSpacing port="sink_out 6" spacing="0"/>
  1270.                   <portSpacing port="sink_out 7" spacing="0"/>
  1271.                 </process>
  1272.               </operator>
  1273.               <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="94" name="Subprocess-Stacking (4)" width="90" x="286" y="111">
  1274.                 <process expanded="true">
  1275.                   <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" height="112" name="Validation-Stacking (4)" width="90" x="45" y="30">
  1276.                     <description>in haman Cross-Fold Validation ast
  1277.  
  1278.  
  1279.  
  1280. Stratified entekhab shode ta ye vaght nakonad az yek class recordi entekhab nashavad</description>
  1281.                     <process expanded="true">
  1282.                       <operator activated="true" class="metacost" compatibility="5.3.008" expanded="true" name="MetaCost-Stacking (4)">
  1283.                         <parameter key="cost_matrix" value="[0.0 1.0;1.0 0.0]"/>
  1284.                         <process expanded="true">
  1285.                           <operator activated="true" class="stacking" compatibility="5.3.008" expanded="true" name="Stacking (4)">
  1286.                             <process expanded="true">
  1287.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-SVM Model (5)">
  1288.                                 <parameter key="name" value="SVM Model"/>
  1289.                                 <parameter key="io_object" value="PredictionModel"/>
  1290.                                 <parameter key="remove_from_store" value="false"/>
  1291.                               </operator>
  1292.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-Decision Tree Model (5)">
  1293.                                 <parameter key="name" value="Decision Tree Model"/>
  1294.                                 <parameter key="io_object" value="PredictionModel"/>
  1295.                                 <parameter key="remove_from_store" value="false"/>
  1296.                               </operator>
  1297.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-Naive Bayes Model (5)">
  1298.                                 <parameter key="name" value="Naive Bayes Model"/>
  1299.                                 <parameter key="io_object" value="PredictionModel"/>
  1300.                                 <parameter key="remove_from_store" value="false"/>
  1301.                               </operator>
  1302.                               <connect from_op="Recall-SVM Model (5)" from_port="result" to_port="base model 1"/>
  1303.                               <connect from_op="Recall-Decision Tree Model (5)" from_port="result" to_port="base model 2"/>
  1304.                               <connect from_op="Recall-Naive Bayes Model (5)" from_port="result" to_port="base model 3"/>
  1305.                               <portSpacing port="source_training set 1" spacing="0"/>
  1306.                               <portSpacing port="sink_base model 1" spacing="0"/>
  1307.                               <portSpacing port="sink_base model 2" spacing="0"/>
  1308.                               <portSpacing port="sink_base model 3" spacing="0"/>
  1309.                               <portSpacing port="sink_base model 4" spacing="0"/>
  1310.                             </process>
  1311.                             <process expanded="true">
  1312.                               <operator activated="true" class="k_nn" compatibility="5.3.008" expanded="true" name="k-NN (4)"/>
  1313.                               <connect from_port="stacking examples" to_op="k-NN (4)" to_port="training set"/>
  1314.                               <connect from_op="k-NN (4)" from_port="model" to_port="stacking model"/>
  1315.                               <portSpacing port="source_stacking examples" spacing="0"/>
  1316.                               <portSpacing port="sink_stacking model" spacing="0"/>
  1317.                             </process>
  1318.                           </operator>
  1319.                           <connect from_port="training set" to_op="Stacking (4)" to_port="training set"/>
  1320.                           <connect from_op="Stacking (4)" from_port="model" to_port="model"/>
  1321.                           <portSpacing port="source_training set" spacing="0"/>
  1322.                           <portSpacing port="sink_model" spacing="0"/>
  1323.                         </process>
  1324.                       </operator>
  1325.                       <connect from_port="training" to_op="MetaCost-Stacking (4)" to_port="training set"/>
  1326.                       <connect from_op="MetaCost-Stacking (4)" from_port="model" to_port="model"/>
  1327.                       <portSpacing port="source_training" spacing="0"/>
  1328.                       <portSpacing port="sink_model" spacing="0"/>
  1329.                       <portSpacing port="sink_through 1" spacing="0"/>
  1330.                     </process>
  1331.                     <process expanded="true">
  1332.                       <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Stacking (4)">
  1333.                         <list key="application_parameters"/>
  1334.                       </operator>
  1335.                       <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Stacking (4)">
  1336.                         <parameter key="classification_error" value="true"/>
  1337.                         <list key="class_weights"/>
  1338.                       </operator>
  1339.                       <connect from_port="model" to_op="Apply Model-Stacking (4)" to_port="model"/>
  1340.                       <connect from_port="test set" to_op="Apply Model-Stacking (4)" to_port="unlabelled data"/>
  1341.                       <connect from_op="Apply Model-Stacking (4)" from_port="labelled data" to_op="Performance-Stacking (4)" to_port="labelled data"/>
  1342.                       <connect from_op="Performance-Stacking (4)" from_port="performance" to_port="averagable 1"/>
  1343.                       <portSpacing port="source_model" spacing="0"/>
  1344.                       <portSpacing port="source_test set" spacing="0"/>
  1345.                       <portSpacing port="source_through 1" spacing="0"/>
  1346.                       <portSpacing port="sink_averagable 1" spacing="0"/>
  1347.                       <portSpacing port="sink_averagable 2" spacing="0"/>
  1348.                     </process>
  1349.                   </operator>
  1350.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Stacking Performance (4)" width="90" x="295" y="57">
  1351.                     <parameter key="name" value="Stacking Performance"/>
  1352.                     <parameter key="io_object" value="PerformanceVector"/>
  1353.                   </operator>
  1354.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Stacking Model (4)" width="90" x="313" y="30">
  1355.                     <parameter key="name" value="Stacking Model2"/>
  1356.                     <parameter key="io_object" value="PredictionModel"/>
  1357.                   </operator>
  1358.                   <connect from_port="in 1" to_op="Validation-Stacking (4)" to_port="training"/>
  1359.                   <connect from_op="Validation-Stacking (4)" from_port="model" to_op="Remember-Stacking Model (4)" to_port="store"/>
  1360.                   <connect from_op="Validation-Stacking (4)" from_port="averagable 1" to_op="Remember-Stacking Performance (4)" to_port="store"/>
  1361.                   <connect from_op="Remember-Stacking Performance (4)" from_port="stored" to_port="out 2"/>
  1362.                   <connect from_op="Remember-Stacking Model (4)" from_port="stored" to_port="out 1"/>
  1363.                   <portSpacing port="source_in 1" spacing="0"/>
  1364.                   <portSpacing port="source_in 2" spacing="0"/>
  1365.                   <portSpacing port="sink_out 1" spacing="0"/>
  1366.                   <portSpacing port="sink_out 2" spacing="0"/>
  1367.                   <portSpacing port="sink_out 3" spacing="0"/>
  1368.                 </process>
  1369.               </operator>
  1370.               <connect from_port="in 1" to_op="Multiply (5)" to_port="input"/>
  1371.               <connect from_op="Multiply (5)" from_port="output 1" to_op="Base Learners (4)" to_port="in 1"/>
  1372.               <connect from_op="Multiply (5)" from_port="output 2" to_op="Base Learners (4)" to_port="in 2"/>
  1373.               <connect from_op="Multiply (5)" from_port="output 3" to_op="Base Learners (4)" to_port="in 3"/>
  1374.               <connect from_op="Multiply (5)" from_port="output 4" to_op="Subprocess-Stacking (4)" to_port="in 1"/>
  1375.               <connect from_op="Base Learners (4)" from_port="out 1" to_port="out 1"/>
  1376.               <connect from_op="Base Learners (4)" from_port="out 2" to_port="out 2"/>
  1377.               <connect from_op="Base Learners (4)" from_port="out 3" to_port="out 3"/>
  1378.               <connect from_op="Base Learners (4)" from_port="out 4" to_port="out 4"/>
  1379.               <connect from_op="Base Learners (4)" from_port="out 5" to_port="out 5"/>
  1380.               <connect from_op="Base Learners (4)" from_port="out 6" to_port="out 6"/>
  1381.               <connect from_op="Subprocess-Stacking (4)" from_port="out 1" to_port="out 7"/>
  1382.               <connect from_op="Subprocess-Stacking (4)" from_port="out 2" to_port="out 8"/>
  1383.               <portSpacing port="source_in 1" spacing="0"/>
  1384.               <portSpacing port="source_in 2" spacing="0"/>
  1385.               <portSpacing port="sink_out 1" spacing="0"/>
  1386.               <portSpacing port="sink_out 2" spacing="0"/>
  1387.               <portSpacing port="sink_out 3" spacing="0"/>
  1388.               <portSpacing port="sink_out 4" spacing="0"/>
  1389.               <portSpacing port="sink_out 5" spacing="0"/>
  1390.               <portSpacing port="sink_out 6" spacing="0"/>
  1391.               <portSpacing port="sink_out 7" spacing="0"/>
  1392.               <portSpacing port="sink_out 8" spacing="0"/>
  1393.               <portSpacing port="sink_out 9" spacing="0"/>
  1394.             </process>
  1395.           </operator>
  1396.           <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="202" name="ModeligWith1stImputation (2)" width="90" x="179" y="30">
  1397.             <process expanded="true">
  1398.               <operator activated="true" class="multiply" compatibility="5.3.008" expanded="true" height="130" name="Multiply (3)" width="90" x="45" y="30"/>
  1399.               <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="166" name="Base Learners (2)" width="90" x="286" y="30">
  1400.                 <process expanded="true">
  1401.                   <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="166" name="Models (2)" width="90" x="45" y="30">
  1402.                     <process expanded="true">
  1403.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Decision Tree (2)">
  1404.                         <process expanded="true">
  1405.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-Decision Tree (2)">
  1406.                             <process expanded="true">
  1407.                               <operator activated="true" class="weka:W-J48" compatibility="5.3.001" expanded="true" name="W-J48 (2)"/>
  1408.                               <connect from_port="training" to_op="W-J48 (2)" to_port="training set"/>
  1409.                               <connect from_op="W-J48 (2)" from_port="model" to_port="model"/>
  1410.                               <portSpacing port="source_training" spacing="0"/>
  1411.                               <portSpacing port="sink_model" spacing="0"/>
  1412.                               <portSpacing port="sink_through 1" spacing="0"/>
  1413.                             </process>
  1414.                             <process expanded="true">
  1415.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Decision Tree (2)">
  1416.                                 <list key="application_parameters"/>
  1417.                               </operator>
  1418.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Decision Tree (2)">
  1419.                                 <parameter key="classification_error" value="true"/>
  1420.                                 <parameter key="kappa" value="true"/>
  1421.                                 <parameter key="weighted_mean_recall" value="true"/>
  1422.                                 <parameter key="weighted_mean_precision" value="true"/>
  1423.                                 <parameter key="spearman_rho" value="true"/>
  1424.                                 <list key="class_weights"/>
  1425.                               </operator>
  1426.                               <connect from_port="model" to_op="Apply Model-Decision Tree (2)" to_port="model"/>
  1427.                               <connect from_port="test set" to_op="Apply Model-Decision Tree (2)" to_port="unlabelled data"/>
  1428.                               <connect from_op="Apply Model-Decision Tree (2)" from_port="labelled data" to_op="Performance-Decision Tree (2)" to_port="labelled data"/>
  1429.                               <connect from_op="Performance-Decision Tree (2)" from_port="performance" to_port="averagable 1"/>
  1430.                               <portSpacing port="source_model" spacing="0"/>
  1431.                               <portSpacing port="source_test set" spacing="0"/>
  1432.                               <portSpacing port="source_through 1" spacing="0"/>
  1433.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  1434.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  1435.                             </process>
  1436.                           </operator>
  1437.                           <connect from_port="in 1" to_op="Validation-Decision Tree (2)" to_port="training"/>
  1438.                           <connect from_op="Validation-Decision Tree (2)" from_port="model" to_port="out 1"/>
  1439.                           <connect from_op="Validation-Decision Tree (2)" from_port="averagable 1" to_port="out 2"/>
  1440.                           <portSpacing port="source_in 1" spacing="0"/>
  1441.                           <portSpacing port="source_in 2" spacing="0"/>
  1442.                           <portSpacing port="sink_out 1" spacing="0"/>
  1443.                           <portSpacing port="sink_out 2" spacing="0"/>
  1444.                           <portSpacing port="sink_out 3" spacing="0"/>
  1445.                         </process>
  1446.                       </operator>
  1447.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="SVM (3)">
  1448.                         <process expanded="true">
  1449.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-SVM (2)">
  1450.                             <process expanded="true">
  1451.                               <operator activated="true" class="support_vector_machine" compatibility="5.3.008" expanded="true" name="SVM (4)"/>
  1452.                               <connect from_port="training" to_op="SVM (4)" to_port="training set"/>
  1453.                               <connect from_op="SVM (4)" from_port="model" to_port="model"/>
  1454.                               <portSpacing port="source_training" spacing="0"/>
  1455.                               <portSpacing port="sink_model" spacing="0"/>
  1456.                               <portSpacing port="sink_through 1" spacing="0"/>
  1457.                             </process>
  1458.                             <process expanded="true">
  1459.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-SVM (2)">
  1460.                                 <list key="application_parameters"/>
  1461.                               </operator>
  1462.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-SVM (2)">
  1463.                                 <parameter key="classification_error" value="true"/>
  1464.                                 <parameter key="kappa" value="true"/>
  1465.                                 <parameter key="weighted_mean_recall" value="true"/>
  1466.                                 <parameter key="weighted_mean_precision" value="true"/>
  1467.                                 <parameter key="spearman_rho" value="true"/>
  1468.                                 <list key="class_weights"/>
  1469.                               </operator>
  1470.                               <connect from_port="model" to_op="Apply Model-SVM (2)" to_port="model"/>
  1471.                               <connect from_port="test set" to_op="Apply Model-SVM (2)" to_port="unlabelled data"/>
  1472.                               <connect from_op="Apply Model-SVM (2)" from_port="labelled data" to_op="Performance-SVM (2)" to_port="labelled data"/>
  1473.                               <connect from_op="Performance-SVM (2)" from_port="performance" to_port="averagable 1"/>
  1474.                               <portSpacing port="source_model" spacing="0"/>
  1475.                               <portSpacing port="source_test set" spacing="0"/>
  1476.                               <portSpacing port="source_through 1" spacing="0"/>
  1477.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  1478.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  1479.                             </process>
  1480.                           </operator>
  1481.                           <connect from_port="in 1" to_op="Validation-SVM (2)" to_port="training"/>
  1482.                           <connect from_op="Validation-SVM (2)" from_port="model" to_port="out 1"/>
  1483.                           <connect from_op="Validation-SVM (2)" from_port="averagable 1" to_port="out 2"/>
  1484.                           <portSpacing port="source_in 1" spacing="0"/>
  1485.                           <portSpacing port="source_in 2" spacing="0"/>
  1486.                           <portSpacing port="sink_out 1" spacing="0"/>
  1487.                           <portSpacing port="sink_out 2" spacing="0"/>
  1488.                           <portSpacing port="sink_out 3" spacing="0"/>
  1489.                         </process>
  1490.                       </operator>
  1491.                       <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" name="Naive Bayes (3)">
  1492.                         <process expanded="true">
  1493.                           <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" name="Validation-Naive Bayes (2)">
  1494.                             <process expanded="true">
  1495.                               <operator activated="true" class="naive_bayes" compatibility="5.3.008" expanded="true" name="Naive Bayes (4)"/>
  1496.                               <connect from_port="training" to_op="Naive Bayes (4)" to_port="training set"/>
  1497.                               <connect from_op="Naive Bayes (4)" from_port="model" to_port="model"/>
  1498.                               <portSpacing port="source_training" spacing="0"/>
  1499.                               <portSpacing port="sink_model" spacing="0"/>
  1500.                               <portSpacing port="sink_through 1" spacing="0"/>
  1501.                             </process>
  1502.                             <process expanded="true">
  1503.                               <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Naive Bayes (2)">
  1504.                                 <list key="application_parameters"/>
  1505.                               </operator>
  1506.                               <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Naive Bayes (2)">
  1507.                                 <parameter key="classification_error" value="true"/>
  1508.                                 <parameter key="kappa" value="true"/>
  1509.                                 <parameter key="weighted_mean_recall" value="true"/>
  1510.                                 <parameter key="weighted_mean_precision" value="true"/>
  1511.                                 <parameter key="spearman_rho" value="true"/>
  1512.                                 <list key="class_weights"/>
  1513.                               </operator>
  1514.                               <connect from_port="model" to_op="Apply Model-Naive Bayes (2)" to_port="model"/>
  1515.                               <connect from_port="test set" to_op="Apply Model-Naive Bayes (2)" to_port="unlabelled data"/>
  1516.                               <connect from_op="Apply Model-Naive Bayes (2)" from_port="labelled data" to_op="Performance-Naive Bayes (2)" to_port="labelled data"/>
  1517.                               <connect from_op="Performance-Naive Bayes (2)" from_port="performance" to_port="averagable 1"/>
  1518.                               <portSpacing port="source_model" spacing="0"/>
  1519.                               <portSpacing port="source_test set" spacing="0"/>
  1520.                               <portSpacing port="source_through 1" spacing="0"/>
  1521.                               <portSpacing port="sink_averagable 1" spacing="0"/>
  1522.                               <portSpacing port="sink_averagable 2" spacing="0"/>
  1523.                             </process>
  1524.                           </operator>
  1525.                           <connect from_port="in 1" to_op="Validation-Naive Bayes (2)" to_port="training"/>
  1526.                           <connect from_op="Validation-Naive Bayes (2)" from_port="model" to_port="out 1"/>
  1527.                           <connect from_op="Validation-Naive Bayes (2)" from_port="averagable 1" to_port="out 2"/>
  1528.                           <portSpacing port="source_in 1" spacing="0"/>
  1529.                           <portSpacing port="source_in 2" spacing="0"/>
  1530.                           <portSpacing port="sink_out 1" spacing="0"/>
  1531.                           <portSpacing port="sink_out 2" spacing="0"/>
  1532.                           <portSpacing port="sink_out 3" spacing="0"/>
  1533.                         </process>
  1534.                       </operator>
  1535.                       <connect from_port="in 1" to_op="SVM (3)" to_port="in 1"/>
  1536.                       <connect from_port="in 2" to_op="Decision Tree (2)" to_port="in 1"/>
  1537.                       <connect from_port="in 3" to_op="Naive Bayes (3)" to_port="in 1"/>
  1538.                       <connect from_op="Decision Tree (2)" from_port="out 1" to_port="out 3"/>
  1539.                       <connect from_op="Decision Tree (2)" from_port="out 2" to_port="out 4"/>
  1540.                       <connect from_op="SVM (3)" from_port="out 1" to_port="out 1"/>
  1541.                       <connect from_op="SVM (3)" from_port="out 2" to_port="out 2"/>
  1542.                       <connect from_op="Naive Bayes (3)" from_port="out 1" to_port="out 5"/>
  1543.                       <connect from_op="Naive Bayes (3)" from_port="out 2" to_port="out 6"/>
  1544.                       <portSpacing port="source_in 1" spacing="0"/>
  1545.                       <portSpacing port="source_in 2" spacing="0"/>
  1546.                       <portSpacing port="source_in 3" spacing="0"/>
  1547.                       <portSpacing port="source_in 4" spacing="0"/>
  1548.                       <portSpacing port="sink_out 1" spacing="0"/>
  1549.                       <portSpacing port="sink_out 2" spacing="0"/>
  1550.                       <portSpacing port="sink_out 3" spacing="0"/>
  1551.                       <portSpacing port="sink_out 4" spacing="0"/>
  1552.                       <portSpacing port="sink_out 5" spacing="0"/>
  1553.                       <portSpacing port="sink_out 6" spacing="0"/>
  1554.                       <portSpacing port="sink_out 7" spacing="0"/>
  1555.                     </process>
  1556.                   </operator>
  1557.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Naive Bayes Performance (2)" width="90" x="295" y="120">
  1558.                     <parameter key="name" value="Naive Bayes Performance"/>
  1559.                     <parameter key="io_object" value="PerformanceVector"/>
  1560.                   </operator>
  1561.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Naive Bayes Model (2)" width="90" x="295" y="102">
  1562.                     <parameter key="name" value="Naive Bayes Model"/>
  1563.                     <parameter key="io_object" value="PredictionModel"/>
  1564.                   </operator>
  1565.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Decision Tree Performance (2)" width="90" x="295" y="84">
  1566.                     <parameter key="name" value="Decision Tree Performance"/>
  1567.                     <parameter key="io_object" value="PerformanceVector"/>
  1568.                   </operator>
  1569.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Decision Tree Model (2)" width="90" x="295" y="66">
  1570.                     <parameter key="name" value="Decision Tree Model"/>
  1571.                     <parameter key="io_object" value="PredictionModel"/>
  1572.                   </operator>
  1573.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-SVM Performance (2)" width="90" x="295" y="48">
  1574.                     <parameter key="name" value="SVM Performance"/>
  1575.                     <parameter key="io_object" value="PerformanceVector"/>
  1576.                   </operator>
  1577.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-SVM Model (2)" width="90" x="295" y="30">
  1578.                     <parameter key="name" value="SVM Model"/>
  1579.                     <parameter key="io_object" value="PredictionModel"/>
  1580.                   </operator>
  1581.                   <connect from_port="in 1" to_op="Models (2)" to_port="in 1"/>
  1582.                   <connect from_port="in 2" to_op="Models (2)" to_port="in 2"/>
  1583.                   <connect from_port="in 3" to_op="Models (2)" to_port="in 3"/>
  1584.                   <connect from_op="Models (2)" from_port="out 1" to_op="Remember-SVM Model (2)" to_port="store"/>
  1585.                   <connect from_op="Models (2)" from_port="out 2" to_op="Remember-SVM Performance (2)" to_port="store"/>
  1586.                   <connect from_op="Models (2)" from_port="out 3" to_op="Remember-Decision Tree Model (2)" to_port="store"/>
  1587.                   <connect from_op="Models (2)" from_port="out 4" to_op="Remember-Decision Tree Performance (2)" to_port="store"/>
  1588.                   <connect from_op="Models (2)" from_port="out 5" to_op="Remember-Naive Bayes Model (2)" to_port="store"/>
  1589.                   <connect from_op="Models (2)" from_port="out 6" to_op="Remember-Naive Bayes Performance (2)" to_port="store"/>
  1590.                   <connect from_op="Remember-Naive Bayes Performance (2)" from_port="stored" to_port="out 6"/>
  1591.                   <connect from_op="Remember-Naive Bayes Model (2)" from_port="stored" to_port="out 5"/>
  1592.                   <connect from_op="Remember-Decision Tree Performance (2)" from_port="stored" to_port="out 4"/>
  1593.                   <connect from_op="Remember-Decision Tree Model (2)" from_port="stored" to_port="out 3"/>
  1594.                   <connect from_op="Remember-SVM Performance (2)" from_port="stored" to_port="out 2"/>
  1595.                   <connect from_op="Remember-SVM Model (2)" from_port="stored" to_port="out 1"/>
  1596.                   <portSpacing port="source_in 1" spacing="0"/>
  1597.                   <portSpacing port="source_in 2" spacing="0"/>
  1598.                   <portSpacing port="source_in 3" spacing="0"/>
  1599.                   <portSpacing port="source_in 4" spacing="0"/>
  1600.                   <portSpacing port="sink_out 1" spacing="0"/>
  1601.                   <portSpacing port="sink_out 2" spacing="0"/>
  1602.                   <portSpacing port="sink_out 3" spacing="0"/>
  1603.                   <portSpacing port="sink_out 4" spacing="0"/>
  1604.                   <portSpacing port="sink_out 5" spacing="0"/>
  1605.                   <portSpacing port="sink_out 6" spacing="0"/>
  1606.                   <portSpacing port="sink_out 7" spacing="0"/>
  1607.                 </process>
  1608.               </operator>
  1609.               <operator activated="true" class="subprocess" compatibility="5.3.008" expanded="true" height="94" name="Subprocess-Stacking (2)" width="90" x="313" y="210">
  1610.                 <process expanded="true">
  1611.                   <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" height="112" name="Validation-Stacking (2)" width="90" x="45" y="30">
  1612.                     <description>in haman Cross-Fold Validation ast
  1613.  
  1614.  
  1615.  
  1616. Stratified entekhab shode ta ye vaght nakonad az yek class recordi entekhab nashavad</description>
  1617.                     <process expanded="true">
  1618.                       <operator activated="true" class="metacost" compatibility="5.3.008" expanded="true" name="MetaCost-Stacking (2)">
  1619.                         <parameter key="cost_matrix" value="[0.0 1.0;1.0 0.0]"/>
  1620.                         <process expanded="true">
  1621.                           <operator activated="true" class="stacking" compatibility="5.3.008" expanded="true" name="Stacking (2)">
  1622.                             <process expanded="true">
  1623.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-SVM Model (3)">
  1624.                                 <parameter key="name" value="SVM Model"/>
  1625.                                 <parameter key="io_object" value="PredictionModel"/>
  1626.                                 <parameter key="remove_from_store" value="false"/>
  1627.                               </operator>
  1628.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-Decision Tree Model (3)">
  1629.                                 <parameter key="name" value="Decision Tree Model"/>
  1630.                                 <parameter key="io_object" value="PredictionModel"/>
  1631.                                 <parameter key="remove_from_store" value="false"/>
  1632.                               </operator>
  1633.                               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" name="Recall-Naive Bayes Model (3)">
  1634.                                 <parameter key="name" value="Naive Bayes Model"/>
  1635.                                 <parameter key="io_object" value="PredictionModel"/>
  1636.                                 <parameter key="remove_from_store" value="false"/>
  1637.                               </operator>
  1638.                               <connect from_op="Recall-SVM Model (3)" from_port="result" to_port="base model 1"/>
  1639.                               <connect from_op="Recall-Decision Tree Model (3)" from_port="result" to_port="base model 2"/>
  1640.                               <connect from_op="Recall-Naive Bayes Model (3)" from_port="result" to_port="base model 3"/>
  1641.                               <portSpacing port="source_training set 1" spacing="0"/>
  1642.                               <portSpacing port="sink_base model 1" spacing="0"/>
  1643.                               <portSpacing port="sink_base model 2" spacing="0"/>
  1644.                               <portSpacing port="sink_base model 3" spacing="0"/>
  1645.                               <portSpacing port="sink_base model 4" spacing="0"/>
  1646.                             </process>
  1647.                             <process expanded="true">
  1648.                               <operator activated="true" class="k_nn" compatibility="5.3.008" expanded="true" name="k-NN (2)"/>
  1649.                               <connect from_port="stacking examples" to_op="k-NN (2)" to_port="training set"/>
  1650.                               <connect from_op="k-NN (2)" from_port="model" to_port="stacking model"/>
  1651.                               <portSpacing port="source_stacking examples" spacing="0"/>
  1652.                               <portSpacing port="sink_stacking model" spacing="0"/>
  1653.                             </process>
  1654.                           </operator>
  1655.                           <connect from_port="training set" to_op="Stacking (2)" to_port="training set"/>
  1656.                           <connect from_op="Stacking (2)" from_port="model" to_port="model"/>
  1657.                           <portSpacing port="source_training set" spacing="0"/>
  1658.                           <portSpacing port="sink_model" spacing="0"/>
  1659.                         </process>
  1660.                       </operator>
  1661.                       <connect from_port="training" to_op="MetaCost-Stacking (2)" to_port="training set"/>
  1662.                       <connect from_op="MetaCost-Stacking (2)" from_port="model" to_port="model"/>
  1663.                       <portSpacing port="source_training" spacing="0"/>
  1664.                       <portSpacing port="sink_model" spacing="0"/>
  1665.                       <portSpacing port="sink_through 1" spacing="0"/>
  1666.                     </process>
  1667.                     <process expanded="true">
  1668.                       <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" name="Apply Model-Stacking (2)">
  1669.                         <list key="application_parameters"/>
  1670.                       </operator>
  1671.                       <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" name="Performance-Stacking (2)">
  1672.                         <parameter key="classification_error" value="true"/>
  1673.                         <list key="class_weights"/>
  1674.                       </operator>
  1675.                       <connect from_port="model" to_op="Apply Model-Stacking (2)" to_port="model"/>
  1676.                       <connect from_port="test set" to_op="Apply Model-Stacking (2)" to_port="unlabelled data"/>
  1677.                       <connect from_op="Apply Model-Stacking (2)" from_port="labelled data" to_op="Performance-Stacking (2)" to_port="labelled data"/>
  1678.                       <connect from_op="Performance-Stacking (2)" from_port="performance" to_port="averagable 1"/>
  1679.                       <portSpacing port="source_model" spacing="0"/>
  1680.                       <portSpacing port="source_test set" spacing="0"/>
  1681.                       <portSpacing port="source_through 1" spacing="0"/>
  1682.                       <portSpacing port="sink_averagable 1" spacing="0"/>
  1683.                       <portSpacing port="sink_averagable 2" spacing="0"/>
  1684.                     </process>
  1685.                   </operator>
  1686.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Stacking Performance (2)" width="90" x="295" y="57">
  1687.                     <parameter key="name" value="Stacking Performance"/>
  1688.                     <parameter key="io_object" value="PerformanceVector"/>
  1689.                   </operator>
  1690.                   <operator activated="true" class="remember" compatibility="5.3.008" expanded="true" height="60" name="Remember-Stacking Model (2)" width="90" x="295" y="30">
  1691.                     <parameter key="name" value="Stacking Model1"/>
  1692.                     <parameter key="io_object" value="PredictionModel"/>
  1693.                   </operator>
  1694.                   <connect from_port="in 1" to_op="Validation-Stacking (2)" to_port="training"/>
  1695.                   <connect from_op="Validation-Stacking (2)" from_port="model" to_op="Remember-Stacking Model (2)" to_port="store"/>
  1696.                   <connect from_op="Validation-Stacking (2)" from_port="averagable 1" to_op="Remember-Stacking Performance (2)" to_port="store"/>
  1697.                   <connect from_op="Remember-Stacking Performance (2)" from_port="stored" to_port="out 2"/>
  1698.                   <connect from_op="Remember-Stacking Model (2)" from_port="stored" to_port="out 1"/>
  1699.                   <portSpacing port="source_in 1" spacing="0"/>
  1700.                   <portSpacing port="source_in 2" spacing="0"/>
  1701.                   <portSpacing port="sink_out 1" spacing="0"/>
  1702.                   <portSpacing port="sink_out 2" spacing="0"/>
  1703.                   <portSpacing port="sink_out 3" spacing="0"/>
  1704.                 </process>
  1705.               </operator>
  1706.               <connect from_port="in 1" to_op="Multiply (3)" to_port="input"/>
  1707.               <connect from_op="Multiply (3)" from_port="output 1" to_op="Base Learners (2)" to_port="in 1"/>
  1708.               <connect from_op="Multiply (3)" from_port="output 2" to_op="Base Learners (2)" to_port="in 2"/>
  1709.               <connect from_op="Multiply (3)" from_port="output 3" to_op="Base Learners (2)" to_port="in 3"/>
  1710.               <connect from_op="Multiply (3)" from_port="output 4" to_op="Subprocess-Stacking (2)" to_port="in 1"/>
  1711.               <connect from_op="Base Learners (2)" from_port="out 1" to_port="out 1"/>
  1712.               <connect from_op="Base Learners (2)" from_port="out 2" to_port="out 2"/>
  1713.               <connect from_op="Base Learners (2)" from_port="out 3" to_port="out 3"/>
  1714.               <connect from_op="Base Learners (2)" from_port="out 4" to_port="out 4"/>
  1715.               <connect from_op="Base Learners (2)" from_port="out 5" to_port="out 5"/>
  1716.               <connect from_op="Base Learners (2)" from_port="out 6" to_port="out 6"/>
  1717.               <connect from_op="Subprocess-Stacking (2)" from_port="out 1" to_port="out 7"/>
  1718.               <connect from_op="Subprocess-Stacking (2)" from_port="out 2" to_port="out 8"/>
  1719.               <portSpacing port="source_in 1" spacing="0"/>
  1720.               <portSpacing port="source_in 2" spacing="0"/>
  1721.               <portSpacing port="sink_out 1" spacing="0"/>
  1722.               <portSpacing port="sink_out 2" spacing="0"/>
  1723.               <portSpacing port="sink_out 3" spacing="0"/>
  1724.               <portSpacing port="sink_out 4" spacing="0"/>
  1725.               <portSpacing port="sink_out 5" spacing="0"/>
  1726.               <portSpacing port="sink_out 6" spacing="0"/>
  1727.               <portSpacing port="sink_out 7" spacing="0"/>
  1728.               <portSpacing port="sink_out 8" spacing="0"/>
  1729.               <portSpacing port="sink_out 9" spacing="0"/>
  1730.             </process>
  1731.           </operator>
  1732.           <connect from_port="in 1" to_op="Multiply" to_port="input"/>
  1733.           <connect from_op="Multiply" from_port="output 1" to_op="ModeligWith1stImputation (2)" to_port="in 1"/>
  1734.           <connect from_op="Multiply" from_port="output 2" to_op="ModeligWith2ndImputation" to_port="in 1"/>
  1735.           <connect from_op="Multiply" from_port="output 3" to_op="ModeligWith3rdImputation" to_port="in 1"/>
  1736.           <connect from_op="Multiply" from_port="output 4" to_op="ModeligWith4thImputation" to_port="in 1"/>
  1737.           <connect from_op="Multiply" from_port="output 5" to_op="ModeligWith5thImputation" to_port="in 1"/>
  1738.           <connect from_op="ModeligWith5thImputation" from_port="out 7" to_port="out 5"/>
  1739.           <connect from_op="ModeligWith4thImputation" from_port="out 7" to_port="out 4"/>
  1740.           <connect from_op="ModeligWith3rdImputation" from_port="out 7" to_port="out 3"/>
  1741.           <connect from_op="ModeligWith2ndImputation" from_port="out 7" to_port="out 2"/>
  1742.           <connect from_op="ModeligWith1stImputation (2)" from_port="out 7" to_port="out 1"/>
  1743.           <portSpacing port="source_in 1" spacing="0"/>
  1744.           <portSpacing port="source_in 2" spacing="0"/>
  1745.           <portSpacing port="sink_out 1" spacing="0"/>
  1746.           <portSpacing port="sink_out 2" spacing="0"/>
  1747.           <portSpacing port="sink_out 3" spacing="0"/>
  1748.           <portSpacing port="sink_out 4" spacing="0"/>
  1749.           <portSpacing port="sink_out 5" spacing="0"/>
  1750.           <portSpacing port="sink_out 6" spacing="0"/>
  1751.         </process>
  1752.       </operator>
  1753.       <operator activated="true" class="x_validation" compatibility="5.3.008" expanded="true" height="112" name="Vote On All Imputations" width="90" x="849" y="210">
  1754.         <process expanded="true">
  1755.           <operator activated="true" class="vote" compatibility="5.3.008" expanded="true" height="60" name="Vote" width="90" x="78" y="30">
  1756.             <process expanded="true">
  1757.               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" height="60" name="Recall" width="90" x="45" y="30">
  1758.                 <parameter key="name" value="Stacking Model1"/>
  1759.                 <parameter key="io_object" value="PredictionModel"/>
  1760.                 <parameter key="remove_from_store" value="false"/>
  1761.               </operator>
  1762.               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" height="60" name="Recall (2)" width="90" x="180" y="30">
  1763.                 <parameter key="name" value="Stacking Model2"/>
  1764.                 <parameter key="io_object" value="PredictionModel"/>
  1765.                 <parameter key="remove_from_store" value="false"/>
  1766.               </operator>
  1767.               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" height="60" name="Recall (3)" width="90" x="315" y="30">
  1768.                 <parameter key="name" value="Stacking Model3"/>
  1769.                 <parameter key="io_object" value="PredictionModel"/>
  1770.                 <parameter key="remove_from_store" value="false"/>
  1771.               </operator>
  1772.               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" height="60" name="Recall (4)" width="90" x="450" y="30">
  1773.                 <parameter key="name" value="Stacking Model4"/>
  1774.                 <parameter key="io_object" value="PredictionModel"/>
  1775.                 <parameter key="remove_from_store" value="false"/>
  1776.               </operator>
  1777.               <operator activated="true" class="recall" compatibility="5.3.008" expanded="true" height="60" name="Recall (5)" width="90" x="45" y="120">
  1778.                 <parameter key="name" value="Stacking Model5"/>
  1779.                 <parameter key="io_object" value="PredictionModel"/>
  1780.                 <parameter key="remove_from_store" value="false"/>
  1781.               </operator>
  1782.               <connect from_op="Recall" from_port="result" to_port="base model 1"/>
  1783.               <connect from_op="Recall (2)" from_port="result" to_port="base model 2"/>
  1784.               <connect from_op="Recall (3)" from_port="result" to_port="base model 3"/>
  1785.               <connect from_op="Recall (4)" from_port="result" to_port="base model 4"/>
  1786.               <connect from_op="Recall (5)" from_port="result" to_port="base model 5"/>
  1787.               <portSpacing port="source_training set 1" spacing="0"/>
  1788.               <portSpacing port="sink_base model 1" spacing="0"/>
  1789.               <portSpacing port="sink_base model 2" spacing="0"/>
  1790.               <portSpacing port="sink_base model 3" spacing="0"/>
  1791.               <portSpacing port="sink_base model 4" spacing="0"/>
  1792.               <portSpacing port="sink_base model 5" spacing="0"/>
  1793.               <portSpacing port="sink_base model 6" spacing="0"/>
  1794.             </process>
  1795.           </operator>
  1796.           <connect from_port="training" to_op="Vote" to_port="training set"/>
  1797.           <connect from_op="Vote" from_port="model" to_port="model"/>
  1798.           <portSpacing port="source_training" spacing="0"/>
  1799.           <portSpacing port="sink_model" spacing="0"/>
  1800.           <portSpacing port="sink_through 1" spacing="0"/>
  1801.         </process>
  1802.         <process expanded="true">
  1803.           <operator activated="true" class="apply_model" compatibility="5.3.008" expanded="true" height="76" name="Apply Model-SVM (6)" width="90" x="45" y="30">
  1804.             <list key="application_parameters"/>
  1805.           </operator>
  1806.           <operator activated="true" class="performance_classification" compatibility="5.3.008" expanded="true" height="76" name="Performance-VoteOnAllImpuatations" width="90" x="158" y="30">
  1807.             <parameter key="classification_error" value="true"/>
  1808.             <parameter key="kappa" value="true"/>
  1809.             <parameter key="weighted_mean_recall" value="true"/>
  1810.             <parameter key="weighted_mean_precision" value="true"/>
  1811.             <parameter key="spearman_rho" value="true"/>
  1812.             <list key="class_weights"/>
  1813.           </operator>
  1814.           <connect from_port="model" to_op="Apply Model-SVM (6)" to_port="model"/>
  1815.           <connect from_port="test set" to_op="Apply Model-SVM (6)" to_port="unlabelled data"/>
  1816.           <connect from_op="Apply Model-SVM (6)" from_port="labelled data" to_op="Performance-VoteOnAllImpuatations" to_port="labelled data"/>
  1817.           <connect from_op="Performance-VoteOnAllImpuatations" from_port="performance" to_port="averagable 1"/>
  1818.           <portSpacing port="source_model" spacing="0"/>
  1819.           <portSpacing port="source_test set" spacing="0"/>
  1820.           <portSpacing port="source_through 1" spacing="0"/>
  1821.           <portSpacing port="sink_averagable 1" spacing="0"/>
  1822.           <portSpacing port="sink_averagable 2" spacing="0"/>
  1823.         </process>
  1824.       </operator>
  1825.       <connect from_op="Retrieve" from_port="output" to_op="Normalize" to_port="example set input"/>
  1826.       <connect from_op="Normalize" from_port="example set output" to_op="Loop Attributes" to_port="example set"/>
  1827.       <connect from_op="Loop Attributes" from_port="example set" to_op="Multiple Imputation" to_port="input 1"/>
  1828.       <connect from_op="Multiple Imputation" from_port="output 1" to_op="Set Role" to_port="example set input"/>
  1829.       <connect from_op="Set Role" from_port="example set output" to_op="Multiply (7)" to_port="input"/>
  1830.       <connect from_op="Multiply (7)" from_port="output 1" to_op="Subprocess" to_port="in 1"/>
  1831.       <connect from_op="Multiply (7)" from_port="output 2" to_op="Vote On All Imputations" to_port="training"/>
  1832.       <connect from_op="Vote On All Imputations" from_port="model" to_port="result 1"/>
  1833.       <connect from_op="Vote On All Imputations" from_port="averagable 1" to_port="result 2"/>
  1834.       <portSpacing port="source_input 1" spacing="0"/>
  1835.       <portSpacing port="sink_result 1" spacing="0"/>
  1836.       <portSpacing port="sink_result 2" spacing="0"/>
  1837.       <portSpacing port="sink_result 3" spacing="0"/>
  1838.     </process>
  1839.   </operator>
  1840. </process>
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