Advertisement
backlog

Untitled

Jul 7th, 2020
1,174
0
Never
Not a member of Pastebin yet? Sign Up, it unlocks many cool features!
C++ 5.70 KB | None | 0 0
  1. \begin{tabular}{|lll|llllll|l|}
  2. \hline
  3. \rowcolor[HTML]{ECF4FF}
  4. Preprocessing & Algorithm & N & k-NN & DT & RF & AB & NB & XB  & Winner \\ \hline
  5. Raw Data& N/A & 8 & $0.813\pm0.034$ & $0.790\pm0.052$ & $0.826\pm0.035$ & $0.831\pm0.026$ & $0.816\pm0.027$ & $0.828\pm0.030$ & AB \\ \cline{1-10}    
  6. %------------------------------------------------------------------------------------------------------------------------------------
  7. & N/A & 8 & $0.811\pm0.046$ & $0.772\pm0.056$ & $0.827\pm0.039$ & $0.827\pm0.043$ & $0.815\pm0.030$ & $0.834\pm0.039$ & XB \\ \cline{2-10}
  8.  &  & 4 & $0.802\pm0.027$ & $0.760\pm0.041$ & $0.796\pm0.056$ & $0.794\pm0.050$ & $0.803\pm0.040$ & $0.795\pm0.061$ & NB \\
  9.  & \multirow{-2}{*}{PCA} &  \cellcolor[HTML]{EFEFEF}6 & \cellcolor[HTML]{EFEFEF}$0.816\pm0.004$ & \cellcolor[HTML]{EFEFEF}$0.784\pm0.059$ & \cellcolor[HTML]{EFEFEF}$0.803\pm0.037$ &\cellcolor[HTML]{EFEFEF}$0.810\pm0.040$ & \cellcolor[HTML]{EFEFEF}$0.818\pm0.036$ & \cellcolor[HTML]{EFEFEF}$0.812\pm0.048$ & \cellcolor[HTML]{EFEFEF}NB \\ \cline{3-10}
  10.  &  & 4 &$0.801\pm0.055$  &$0.751\pm0.043$ & $0.776\pm0.035$ & $0.780\pm0.040$ & $0.802\pm0.039$ & $0.790\pm0.044$ & NB\\
  11.  & \multirow{-2}{*}{ICA} &  \cellcolor[HTML]{EFEFEF}6 & \cellcolor[HTML]{EFEFEF}$0.808\pm0.037$ & \cellcolor[HTML]{EFEFEF}$0.754\pm0.038$ & \cellcolor[HTML]{EFEFEF}$0.801\pm0.037$ & \cellcolor[HTML]{EFEFEF}$0.809\pm0.053$ & \cellcolor[HTML]{EFEFEF}$0.815\pm0.038$ & \cellcolor[HTML]{EFEFEF}$0.811\pm0.046$ & \cellcolor[HTML]{EFEFEF}NB  \\ \cline{3-10}
  12.  &  & 4 & $0.785\pm0.044$ &$0.765\pm0.060$ &$0.763\pm0.045$ & $0.803\pm0.034$ & $0.801\pm0.029$ & $0.807\pm0.038$ & XB \\
  13. \multirow{-7}{*}{P} & \multirow{-2}{*}{Corr }  & \cellcolor[HTML]{EFEFEF}6 & \cellcolor[HTML]{EFEFEF}$0.816\pm0.039$ & \cellcolor[HTML]{EFEFEF}$0.805\pm0.046$ & \cellcolor[HTML]{EFEFEF}$0.810\pm0.041$ & \cellcolor[HTML]{EFEFEF}$0.837\pm0.041$ & \cellcolor[HTML]{EFEFEF}$0.824\pm0.037$ & \cellcolor[HTML]{EFEFEF}$0.838\pm0.044$ & \cellcolor[HTML]{EFEFEF}XB   \\ \hline
  14. %------------------------------------------------------------------------------------------------------------------------------------
  15. & N/A & 8 & $0.926\pm0.022$ & $0.899\pm0.030$ & $0.934\pm0.014$ & $0.938\pm0.016$ & $0.869\pm0.022$ & $0.943\pm0.022$  &XB\\ \cline{2-10}
  16.  &  & 4 & $0.912\pm0.024$ & $0.880\pm0.021$ & $0.915\pm0.023$ & $0.905\pm0.022$ & $0.867\pm0.024$ & $0.915\pm0.019$ &XB  \\
  17.  & \multirow{-2}{*}{PCA} &  \cellcolor[HTML]{EFEFEF}6 & \cellcolor[HTML]{EFEFEF}$0.913\pm0.023$ & \cellcolor[HTML]{EFEFEF}$0.871\pm0.019$ & \cellcolor[HTML]{EFEFEF}$0.918\pm0.016$ & \cellcolor[HTML]{EFEFEF}$0.912\pm0.017$ & \cellcolor[HTML]{EFEFEF}$0.869\pm0.030$ & \cellcolor[HTML]{EFEFEF}$0.919\pm0.015$ & \cellcolor[HTML]{EFEFEF}XB \\ \cline{3-10}  
  18.  &  & 4 &$0.923\pm0.015$  &$0.912\pm0.019$ &$0.927\pm0.009$ & $0.941\pm0.014$& $0.874\pm0.02$ & $0.943\pm0.013$ &XB \\
  19.  & \multirow{-2}{*}{ICA} &  \cellcolor[HTML]{EFEFEF}6 & \cellcolor[HTML]{EFEFEF}$0.886\pm0.023$ & \cellcolor[HTML]{EFEFEF}$0.883\pm0.030$ & \cellcolor[HTML]{EFEFEF}$0.897\pm0.025$ & \cellcolor[HTML]{EFEFEF}$0.891\pm0.021$ & \cellcolor[HTML]{EFEFEF}$0.871\pm0.038$ & \cellcolor[HTML]{EFEFEF}$0.904\pm0.020$ & \cellcolor[HTML]{EFEFEF}XB  \\ \cline{3-10}
  20.  &  & 4 & $0.923\pm0.015$ &$\Cline{0.912\pm0.019}$ &$0.927\pm0.009$ & $\Cline{0.941\pm0.014}$ & $0.874\pm0.020$ & $0.943\pm0.013$ &XB  \\
  21. \multirow{-7}{*}{P$+$Q} & \multirow{-2}{*}{Corr }  & \cellcolor[HTML]{EFEFEF}6 & \cellcolor[HTML]{EFEFEF}$\Cline{0.926\pm0.022}$ & \cellcolor[HTML]{EFEFEF}$0.911\pm0.007$ & \cellcolor[HTML]{EFEFEF}$\Cline{0.939\pm0.019}$ & \cellcolor[HTML]{EFEFEF}$0.940\pm0.018$ & \cellcolor[HTML]{EFEFEF}$\Cline{0.879\pm0.025}$ & \cellcolor[HTML]{EFEFEF}$\textbf{\Cline{0.946\pm0.020}}$ & \cellcolor[HTML]{EFEFEF}XB    \\ \hline
  22. %------------------------------------------------------------------------------------------------------------------------------------
  23. & N/A & 8 & $0.912\pm0.018$ & $0.899\pm0.030$ & $0.935\pm0.015$ & $0.938\pm0.016$ & $0.876\pm0.024$ & $0.943\pm0.022$  &XB\\ \cline{2-10}
  24.  &  & 4 & $0.889\pm0.039$ & $0.880\pm0.021$ & $0.915\pm0.023$ & $0.905\pm0.022$ & $0.861\pm0.032$ & $0.915\pm0.019$ &XB  \\
  25.  & \multirow{-2}{*}{PCA} &  \cellcolor[HTML]{EFEFEF}6 & \cellcolor[HTML]{EFEFEF}$0.904\pm0.020$ & \cellcolor[HTML]{EFEFEF}$0.871\pm0.019$ & \cellcolor[HTML]{EFEFEF}$0.918\pm0.016$ & \cellcolor[HTML]{EFEFEF}$0.912\pm0.017$ & \cellcolor[HTML]{EFEFEF}$0.872\pm0.028$ & \cellcolor[HTML]{EFEFEF}$0.919\pm0.017$ & \cellcolor[HTML]{EFEFEF}XB \\ \cline{3-10}
  26.  &  & 4 &$0.891\pm0.040$ &$0.852\pm0.058$ & $0.905\pm0.020$& $0.885\pm0.031$ & $0.857\pm0.034$ & $0.904\pm0.028$ & RF \\
  27.  & \multirow{-2}{*}{ICA} &  \cellcolor[HTML]{EFEFEF}6 & \cellcolor[HTML]{EFEFEF}$0.886\pm0.023$ & \cellcolor[HTML]{EFEFEF}$0.883\pm0.030$ & \cellcolor[HTML]{EFEFEF}$0.897\pm0.025$ & \cellcolor[HTML]{EFEFEF}$0.891\pm0.021$ & \cellcolor[HTML]{EFEFEF}$0.871\pm0.038$ & \cellcolor[HTML]{EFEFEF}$0.904\pm0.020$ & \cellcolor[HTML]{EFEFEF}XB  \\ \cline{3-10}
  28.  &  & 4 & $0.918\pm0.013$ &$0.912\pm0.019$ &$0.927\pm0.008$ & $0.941\pm0.014$ & $0.875\pm0.018$ & $0.943\pm0.013$ &XB  \\
  29. \multirow{-7}{*}{P$+$Q$+$R} & \multirow{-2}{*}{Corr}  & \cellcolor[HTML]{EFEFEF}6 & \cellcolor[HTML]{EFEFEF}$0.922\pm0.021$ & \cellcolor[HTML]{EFEFEF}$0.911\pm0.007$ & \cellcolor[HTML]{EFEFEF}$0.938\pm0.017$ & \cellcolor[HTML]{EFEFEF}$0.940\pm0.018$ & \cellcolor[HTML]{EFEFEF}$0.877\pm0.025$ & \cellcolor[HTML]{EFEFEF}$0.946\pm0.020$ &XB \cellcolor[HTML]{EFEFEF}    \\ \hline
  30. \multicolumn{10}{l}{%
  31.   \begin{minipage}{16.5cm}%
  32.     \footnotesize Note: P: Outlier Rejection, Q: Filling Missing Value, R: Standardization, N: Number of Attributes, and Corr: Correlation-based Feature Selection.%
  33.   \end{minipage}%
  34. }\\
  35. \end{tabular}
  36. \end{adjustbox}
  37. \end{table*}
Advertisement
Add Comment
Please, Sign In to add comment
Advertisement