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\ShortHeadings{Popular Ensemble Methods}
{Opitz \& Maclin}
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\begin{table}
\vspace{-0.1in}
\begin{tabular*}{\textwidth}{@{\extracolsep{\fill}}|l|ccc|cc|cc|cc|} \hline
 & \multicolumn{3}{c|}{Single} & \multicolumn{2}{c|}{Bagging} & \multicolumn{2}{c|}{Arcing} & \multicolumn{2}{c|}{Boosting} \\
Data Set & Err & SD & Best & Err & SD & Err & SD & Err & SD \\\hline
breast-cancer-w &  5.0 &  0.7 &  4.0 &  3.7 &  0.5 &  3.5 &  0.6 &  3.5 &  0.3 \\
credit-a        & 14.9 &  0.8 & 14.2 & 13.4 &  0.5 & 14.0 &  0.9 & 13.7 &  0.5 \\
credit-g        & 29.6 &  1.0 & 28.7 & 25.2 &  0.7 & 25.9 &  1.0 & 26.7 &  0.4 \\
diabetes        & 27.8 &  1.0 & 26.7 & 24.4 &  0.8 & 26.0 &  0.6 & 25.7 &  0.6 \\
glass           & 31.3 &  2.1 & 28.5 & 25.8 &  0.7 & 25.5 &  1.4 & 23.3 &  1.3 \\
heart-cleveland & 24.3 &  1.3 & 22.7 & 19.5 &  0.7 & 21.5 &  1.6 & 20.8 &  1.0 \\
hepatitis       & 21.2 &  1.2 & 20.0 & 17.3 &  2.0 & 16.9 &  1.1 & 17.2 &  1.3 \\
house-votes-84  &  3.6 &  0.3 &  3.2 &  3.6 &  0.2 &  5.0 &  1.1 &  4.8 &  1.0 \\
hypo            &  0.5 &  0.1 &  0.4 &  0.4 &  0.0 &  0.4 &  0.1 &  0.4 &  0.0 \\
ionosphere      &  8.1 &  0.7 &  7.1 &  6.4 &  0.6 &  6.0 &  0.5 &  6.1 &  0.5 \\
iris            &  5.2 &  0.7 &  5.3 &  4.9 &  0.8 &  5.1 &  0.6 &  5.6 &  1.1 \\
kr-vs-kp        &  0.6 &  0.1 &  0.5 &  0.6 &  0.1 &  0.3 &  0.1 &  0.4 &  0.0 \\
labor           & 16.5 &  3.4 & 12.7 & 13.7 &  0.8 & 13.0 &  2.9 & 11.6 &  2.0 \\
letter          & 14.0 &  0.8 & 12.2 &  7.0 &  0.1 &  4.1 &  0.1 &  3.9 &  0.1 \\
promoters-936   & 12.8 &  0.4 & 12.5 & 10.6 &  0.6 &  6.8 &  0.5 &  6.4 &  0.3 \\
ribosome-bind   & 11.2 &  0.6 & 10.8 & 10.2 &  0.1 &  9.3 &  0.2 &  9.6 &  0.5 \\
satellite       & 13.8 &  0.4 & 13.5 &  9.9 &  0.2 &  8.6 &  0.1 &  8.4 &  0.2 \\
segmentation    &  3.7 &  0.2 &  3.4 &  3.0 &  0.2 &  1.7 &  0.2 &  1.5 &  0.2 \\
sick            &  1.3 &  0.9 &  1.1 &  1.2 &  0.1 &  1.1 &  0.1 &  1.0 &  0.1 \\
sonar           & 29.7 &  1.9 & 26.9 & 25.3 &  1.3 & 21.5 &  3.0 & 21.7 &  2.8 \\
soybean         &  8.0 &  0.5 &  7.5 &  7.9 &  0.5 &  7.2 &  0.2 &  6.7 &  0.9 \\
splice          &  5.9 &  0.3 &  5.7 &  5.4 &  0.2 &  5.1 &  0.1 &  5.3 &  0.2 \\
vehicle         & 29.4 &  0.7 & 28.6 & 27.1 &  0.9 & 22.5 &  0.8 & 22.9 &  1.9 \\\hline 
\end{tabular*}

\vspace{-0.15in}\end{table}%
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