\clearpage
\begin{table}[htbp]
\begin{center}
\scriptsize{
\begin{tabular}{|r|r|r|r|r|r|r|r|r|}
\hline
Method&Ties&Wins&Losses&Win-Loss&MMRE&MedMRE&Pred30&R\\
\hline
Cocomin&2524&3&0&3&44.19&30.35&0.46&0.880\\
Cocomin\_Boost:100\_Oversample:0.05&2440&0&87&-87&44.53&36.04&0.42&0.846\\
Cocomin\_Boost:100\_Oversample:0.10&2365&0&162&-162&43.98&36.60&0.43&0.873\\
Cocomin\_Boost:100\_Oversample:0.15&2527&0&0&0&41.25&30.98&0.47&0.866\\
Cocomin\_Boost:100\_Oversample:0.20&2527&0&0&0&40.75&28.88&0.48&0.851\\
Cocomin\_Boost:100\_Oversample:0.25&2481&46&0&46&40.13&30.15&0.48&0.860\\
Cocomin\_Boost:100\_Oversample:0.30&2493&34&0&34&41.64&30.04&0.48&0.868\\
Cocomin\_Boost:100\_Oversample:0.35&2495&32&0&32&42.20&30.81&0.49&0.875\\
Cocomin\_Boost:100\_Oversample:0.40&2485&42&0&42&43.01&30.85&0.48&0.875\\
Cocomin\_Boost:100\_Oversample:0.45&2482&45&0&45&43.88&30.63&0.45&0.873\\
Cocomin\_Boost:10\_Oversample:0.05&2527&0&0&0&41.26&28.40&0.51&0.884\\
Cocomin\_Boost:10\_Oversample:0.10&2527&0&0&0&41.49&29.02&0.48&0.873\\
Cocomin\_Boost:10\_Oversample:0.15&2527&0&0&0&40.45&27.77&0.50&0.865\\
Cocomin\_Boost:10\_Oversample:0.20&2491&36&0&36&40.64&29.78&0.49&0.867\\
Cocomin\_Boost:10\_Oversample:0.25&2498&29&0&29&41.13&30.88&0.48&0.872\\
Cocomin\_Boost:10\_Oversample:0.30&2495&32&0&32&41.68&30.42&0.49&0.873\\
Cocomin\_Boost:10\_Oversample:0.35&2502&25&0&25&42.31&29.18&0.49&0.878\\
Cocomin\_Boost:10\_Oversample:0.40&2483&44&0&44&42.86&30.19&0.49&0.876\\
Cocomin\_Boost:10\_Oversample:0.45&2484&43&0&43&43.65&30.57&0.47&0.878\\
Cocomin\_Boost:15\_Oversample:0.05&2527&0&0&0&41.51&27.41&0.48&0.884\\
Cocomin\_Boost:15\_Oversample:0.10&2527&0&0&0&42.55&32.19&0.45&0.871\\
Cocomin\_Boost:15\_Oversample:0.15&2527&0&0&0&40.57&27.50&0.49&0.866\\
Cocomin\_Boost:15\_Oversample:0.20&2509&18&0&18&40.78&28.54&0.48&0.862\\
Cocomin\_Boost:15\_Oversample:0.25&2492&35&0&35&40.90&30.60&0.47&0.870\\
Cocomin\_Boost:15\_Oversample:0.30&2501&26&0&26&41.72&30.39&0.49&0.871\\
Cocomin\_Boost:15\_Oversample:0.35&2500&27&0&27&42.22&29.66&0.49&0.876\\
Cocomin\_Boost:15\_Oversample:0.40&2484&43&0&43&42.79&29.91&0.48&0.875\\
Cocomin\_Boost:15\_Oversample:0.45&2481&46&0&46&43.72&30.61&0.47&0.877\\
Cocomin\_Boost:20\_Oversample:0.05&2527&0&0&0&42.02&28.23&0.47&0.878\\
Cocomin\_Boost:20\_Oversample:0.10&2527&0&0&0&42.97&33.66&0.44&0.870\\
Cocomin\_Boost:20\_Oversample:0.15&2527&0&0&0&40.58&27.91&0.49&0.865\\
Cocomin\_Boost:20\_Oversample:0.20&2519&8&0&8&40.84&28.41&0.48&0.860\\
Cocomin\_Boost:20\_Oversample:0.25&2487&40&0&40&40.76&30.56&0.47&0.868\\
Cocomin\_Boost:20\_Oversample:0.30&2504&23&0&23&41.71&30.55&0.48&0.870\\
Cocomin\_Boost:20\_Oversample:0.35&2500&27&0&27&42.23&29.71&0.49&0.877\\
Cocomin\_Boost:20\_Oversample:0.40&2484&43&0&43&42.83&29.93&0.49&0.874\\
Cocomin\_Boost:20\_Oversample:0.45&2481&46&0&46&43.71&30.49&0.47&0.876\\
Cocomin\_Boost:25\_Oversample:0.05&2527&0&0&0&42.54&30.12&0.46&0.872\\
Cocomin\_Boost:25\_Oversample:0.10&2527&0&0&0&43.15&34.07&0.43&0.871\\
Cocomin\_Boost:25\_Oversample:0.15&2527&0&0&0&40.60&28.68&0.48&0.864\\
Cocomin\_Boost:25\_Oversample:0.20&2522&5&0&5&40.82&28.04&0.48&0.858\\
Cocomin\_Boost:25\_Oversample:0.25&2486&41&0&41&40.66&30.38&0.47&0.867\\
Cocomin\_Boost:25\_Oversample:0.30&2505&22&0&22&41.70&30.87&0.48&0.869\\
Cocomin\_Boost:25\_Oversample:0.35&2497&30&0&30&42.21&29.75&0.49&0.876\\
Cocomin\_Boost:25\_Oversample:0.40&2484&43&0&43&42.84&29.85&0.49&0.875\\
Cocomin\_Boost:25\_Oversample:0.45&2481&46&0&46&43.76&30.57&0.47&0.874\\
Cocomin\_Boost:30\_Oversample:0.05&2527&0&0&0&42.92&31.38&0.44&0.868\\
Cocomin\_Boost:30\_Oversample:0.10&2527&0&0&0&43.27&34.46&0.42&0.871\\
Cocomin\_Boost:30\_Oversample:0.15&2527&0&0&0&40.70&29.72&0.48&0.866\\
Cocomin\_Boost:30\_Oversample:0.20&2522&5&0&5&40.76&28.34&0.48&0.856\\
Cocomin\_Boost:30\_Oversample:0.25&2485&42&0&42&40.61&30.23&0.47&0.866\\
Cocomin\_Boost:30\_Oversample:0.30&2507&20&0&20&41.69&30.83&0.48&0.869\\
Cocomin\_Boost:30\_Oversample:0.35&2497&30&0&30&42.18&29.79&0.49&0.876\\
Cocomin\_Boost:30\_Oversample:0.40&2484&43&0&43&42.86&29.87&0.49&0.875\\
Cocomin\_Boost:30\_Oversample:0.45&2481&46&0&46&43.77&30.60&0.48&0.873\\
Cocomin\_Boost:35\_Oversample:0.05&2527&0&0&0&43.21&32.38&0.43&0.864\\
Cocomin\_Boost:35\_Oversample:0.10&2527&0&0&0&43.39&34.58&0.43&0.871\\
Cocomin\_Boost:35\_Oversample:0.15&2527&0&0&0&40.86&30.47&0.47&0.865\\
Cocomin\_Boost:35\_Oversample:0.20&2524&3&0&3&40.77&28.63&0.48&0.855\\
Cocomin\_Boost:35\_Oversample:0.25&2484&43&0&43&40.54&30.17&0.47&0.865\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets (pg 1 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets-1}
\end{table}

\clearpage
\begin{table}[htbp]
\begin{center}
\scriptsize{
\begin{tabular}{|r|r|r|r|r|r|r|r|r|}
\hline
Method&Ties&Wins&Losses&Win-Loss&MMRE&MedMRE&Pred30&R\\
\hline
Cocomin\_Boost:35\_Oversample:0.30&2502&25&0&25&41.67&30.66&0.48&0.868\\
Cocomin\_Boost:35\_Oversample:0.35&2496&31&0&31&42.20&29.95&0.50&0.878\\
Cocomin\_Boost:35\_Oversample:0.40&2484&43&0&43&42.90&30.02&0.49&0.875\\
Cocomin\_Boost:35\_Oversample:0.45&2481&46&0&46&43.78&30.63&0.47&0.876\\
Cocomin\_Boost:40\_Oversample:0.05&2527&0&0&0&43.39&32.55&0.42&0.863\\
Cocomin\_Boost:40\_Oversample:0.10&2524&0&3&-3&43.50&34.78&0.42&0.872\\
Cocomin\_Boost:40\_Oversample:0.15&2527&0&0&0&40.97&30.30&0.47&0.867\\
Cocomin\_Boost:40\_Oversample:0.20&2524&3&0&3&40.77&28.92&0.48&0.854\\
Cocomin\_Boost:40\_Oversample:0.25&2486&41&0&41&40.48&30.22&0.47&0.864\\
Cocomin\_Boost:40\_Oversample:0.30&2502&25&0&25&41.64&30.55&0.48&0.868\\
Cocomin\_Boost:40\_Oversample:0.35&2494&33&0&33&42.16&30.19&0.50&0.876\\
Cocomin\_Boost:40\_Oversample:0.40&2484&43&0&43&42.95&30.13&0.49&0.874\\
Cocomin\_Boost:40\_Oversample:0.45&2481&46&0&46&43.80&30.64&0.47&0.872\\
Cocomin\_Boost:45\_Oversample:0.05&2526&0&1&-1&43.51&33.03&0.42&0.859\\
Cocomin\_Boost:45\_Oversample:0.10&2483&0&44&-44&43.62&35.12&0.42&0.871\\
Cocomin\_Boost:45\_Oversample:0.15&2527&0&0&0&41.03&30.12&0.46&0.866\\
Cocomin\_Boost:45\_Oversample:0.20&2526&1&0&1&40.76&29.14&0.48&0.853\\
Cocomin\_Boost:45\_Oversample:0.25&2485&42&0&42&40.41&30.25&0.47&0.862\\
Cocomin\_Boost:45\_Oversample:0.30&2499&28&0&28&41.63&30.48&0.48&0.868\\
Cocomin\_Boost:45\_Oversample:0.35&2494&33&0&33&42.18&30.44&0.50&0.876\\
Cocomin\_Boost:45\_Oversample:0.40&2484&43&0&43&42.97&30.27&0.49&0.875\\
Cocomin\_Boost:45\_Oversample:0.45&2482&45&0&45&43.83&30.65&0.47&0.874\\
Cocomin\_Boost:50\_Oversample:0.05&2517&0&10&-10&43.61&33.53&0.42&0.859\\
Cocomin\_Boost:50\_Oversample:0.10&2474&0&53&-53&43.71&35.39&0.42&0.871\\
Cocomin\_Boost:50\_Oversample:0.15&2527&0&0&0&41.12&30.33&0.46&0.867\\
Cocomin\_Boost:50\_Oversample:0.20&2526&1&0&1&40.76&29.02&0.48&0.853\\
Cocomin\_Boost:50\_Oversample:0.25&2484&43&0&43&40.35&30.15&0.47&0.862\\
Cocomin\_Boost:50\_Oversample:0.30&2497&30&0&30&41.62&30.36&0.48&0.867\\
Cocomin\_Boost:50\_Oversample:0.35&2494&33&0&33&42.17&30.64&0.50&0.875\\
Cocomin\_Boost:50\_Oversample:0.40&2484&43&0&43&43.00&30.39&0.49&0.874\\
Cocomin\_Boost:50\_Oversample:0.45&2482&45&0&45&43.83&30.63&0.47&0.872\\
Cocomin\_Boost:55\_Oversample:0.05&2518&0&9&-9&43.71&34.03&0.42&0.855\\
Cocomin\_Boost:55\_Oversample:0.10&2469&0&58&-58&43.81&35.63&0.42&0.871\\
Cocomin\_Boost:55\_Oversample:0.15&2527&0&0&0&41.14&30.46&0.46&0.865\\
Cocomin\_Boost:55\_Oversample:0.20&2526&1&0&1&40.75&28.90&0.48&0.852\\
Cocomin\_Boost:55\_Oversample:0.25&2484&43&0&43&40.31&30.24&0.47&0.861\\
Cocomin\_Boost:55\_Oversample:0.30&2493&34&0&34&41.61&30.26&0.48&0.867\\
Cocomin\_Boost:55\_Oversample:0.35&2494&33&0&33&42.16&30.66&0.49&0.875\\
Cocomin\_Boost:55\_Oversample:0.40&2484&43&0&43&43.00&30.48&0.48&0.874\\
Cocomin\_Boost:55\_Oversample:0.45&2482&45&0&45&43.84&30.64&0.47&0.872\\
Cocomin\_Boost:5\_Oversample:0.05&2527&0&0&0&42.30&31.01&0.48&0.879\\
Cocomin\_Boost:5\_Oversample:0.10&2519&8&0&8&40.94&29.19&0.49&0.877\\
Cocomin\_Boost:5\_Oversample:0.15&2508&19&0&19&40.64&29.56&0.49&0.868\\
Cocomin\_Boost:5\_Oversample:0.20&2478&49&0&49&41.08&31.08&0.48&0.871\\
Cocomin\_Boost:5\_Oversample:0.25&2487&40&0&40&41.54&31.06&0.47&0.873\\
Cocomin\_Boost:5\_Oversample:0.30&2495&32&0&32&41.85&30.44&0.49&0.876\\
Cocomin\_Boost:5\_Oversample:0.35&2498&29&0&29&42.51&29.43&0.49&0.881\\
Cocomin\_Boost:5\_Oversample:0.40&2486&41&0&41&43.09&30.33&0.47&0.879\\
Cocomin\_Boost:5\_Oversample:0.45&2482&45&0&45&43.59&31.04&0.46&0.884\\
Cocomin\_Boost:60\_Oversample:0.05&2471&0&56&-56&43.82&34.45&0.42&0.855\\
Cocomin\_Boost:60\_Oversample:0.10&2466&0&61&-61&43.87&35.77&0.42&0.871\\
Cocomin\_Boost:60\_Oversample:0.15&2527&0&0&0&41.17&30.55&0.46&0.865\\
Cocomin\_Boost:60\_Oversample:0.20&2524&3&0&3&40.73&28.74&0.48&0.852\\
Cocomin\_Boost:60\_Oversample:0.25&2482&45&0&45&40.28&30.26&0.47&0.860\\
Cocomin\_Boost:60\_Oversample:0.30&2493&34&0&34&41.60&30.21&0.48&0.867\\
Cocomin\_Boost:60\_Oversample:0.35&2494&33&0&33&42.16&30.70&0.49&0.875\\
Cocomin\_Boost:60\_Oversample:0.40&2485&42&0&42&42.99&30.56&0.48&0.874\\
Cocomin\_Boost:60\_Oversample:0.45&2482&45&0&45&43.85&30.63&0.47&0.871\\
Cocomin\_Boost:65\_Oversample:0.05&2462&0&65&-65&43.91&34.85&0.42&0.852\\
Cocomin\_Boost:65\_Oversample:0.10&2454&0&73&-73&43.91&35.97&0.42&0.871\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets (pg 2 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets-2}
\end{table}

\clearpage
\begin{table}[htbp]
\begin{center}
\scriptsize{
\begin{tabular}{|r|r|r|r|r|r|r|r|r|}
\hline
Method&Ties&Wins&Losses&Win-Loss&MMRE&MedMRE&Pred30&R\\
\hline
Cocomin\_Boost:65\_Oversample:0.15&2527&0&0&0&41.19&30.70&0.46&0.865\\
Cocomin\_Boost:65\_Oversample:0.20&2526&1&0&1&40.73&28.57&0.48&0.851\\
Cocomin\_Boost:65\_Oversample:0.25&2483&44&0&44&40.23&30.29&0.48&0.859\\
Cocomin\_Boost:65\_Oversample:0.30&2492&35&0&35&41.61&30.17&0.48&0.867\\
Cocomin\_Boost:65\_Oversample:0.35&2492&35&0&35&42.16&30.74&0.49&0.876\\
Cocomin\_Boost:65\_Oversample:0.40&2485&42&0&42&42.99&30.62&0.48&0.874\\
Cocomin\_Boost:65\_Oversample:0.45&2482&45&0&45&43.85&30.64&0.47&0.872\\
Cocomin\_Boost:70\_Oversample:0.05&2457&0&70&-70&44.04&35.15&0.42&0.851\\
Cocomin\_Boost:70\_Oversample:0.10&2445&0&82&-82&43.93&36.14&0.42&0.871\\
Cocomin\_Boost:70\_Oversample:0.15&2527&0&0&0&41.19&30.76&0.47&0.865\\
Cocomin\_Boost:70\_Oversample:0.20&2527&0&0&0&40.74&28.58&0.48&0.851\\
Cocomin\_Boost:70\_Oversample:0.25&2484&43&0&43&40.20&30.23&0.48&0.859\\
Cocomin\_Boost:70\_Oversample:0.30&2491&36&0&36&41.61&30.15&0.48&0.867\\
Cocomin\_Boost:70\_Oversample:0.35&2492&35&0&35&42.16&30.74&0.49&0.874\\
Cocomin\_Boost:70\_Oversample:0.40&2485&42&0&42&42.99&30.67&0.48&0.874\\
Cocomin\_Boost:70\_Oversample:0.45&2482&45&0&45&43.86&30.64&0.47&0.871\\
Cocomin\_Boost:75\_Oversample:0.05&2451&0&76&-76&44.16&35.28&0.42&0.848\\
Cocomin\_Boost:75\_Oversample:0.10&2433&0&94&-94&43.95&36.29&0.42&0.871\\
Cocomin\_Boost:75\_Oversample:0.15&2527&0&0&0&41.19&30.77&0.47&0.865\\
Cocomin\_Boost:75\_Oversample:0.20&2527&0&0&0&40.75&28.61&0.48&0.850\\
Cocomin\_Boost:75\_Oversample:0.25&2482&45&0&45&40.19&30.22&0.48&0.859\\
Cocomin\_Boost:75\_Oversample:0.30&2489&38&0&38&41.61&30.12&0.48&0.866\\
Cocomin\_Boost:75\_Oversample:0.35&2494&33&0&33&42.16&30.75&0.49&0.875\\
Cocomin\_Boost:75\_Oversample:0.40&2485&42&0&42&42.98&30.71&0.48&0.874\\
Cocomin\_Boost:75\_Oversample:0.45&2482&45&0&45&43.86&30.64&0.47&0.872\\
Cocomin\_Boost:80\_Oversample:0.05&2439&0&88&-88&44.27&35.47&0.42&0.849\\
Cocomin\_Boost:80\_Oversample:0.10&2424&0&103&-103&43.97&36.37&0.42&0.871\\
Cocomin\_Boost:80\_Oversample:0.15&2527&0&0&0&41.20&30.85&0.47&0.867\\
Cocomin\_Boost:80\_Oversample:0.20&2527&0&0&0&40.76&28.64&0.48&0.850\\
Cocomin\_Boost:80\_Oversample:0.25&2482&45&0&45&40.17&30.16&0.48&0.858\\
Cocomin\_Boost:80\_Oversample:0.30&2488&39&0&39&41.62&30.11&0.48&0.866\\
Cocomin\_Boost:80\_Oversample:0.35&2493&34&0&34&42.17&30.76&0.49&0.874\\
Cocomin\_Boost:80\_Oversample:0.40&2485&42&0&42&42.98&30.75&0.48&0.874\\
Cocomin\_Boost:80\_Oversample:0.45&2482&45&0&45&43.86&30.63&0.46&0.871\\
Cocomin\_Boost:85\_Oversample:0.05&2438&0&89&-89&44.35&35.66&0.42&0.845\\
Cocomin\_Boost:85\_Oversample:0.10&2422&0&105&-105&43.97&36.44&0.42&0.872\\
Cocomin\_Boost:85\_Oversample:0.15&2527&0&0&0&41.24&30.88&0.47&0.865\\
Cocomin\_Boost:85\_Oversample:0.20&2527&0&0&0&40.76&28.69&0.48&0.850\\
Cocomin\_Boost:85\_Oversample:0.25&2482&45&0&45&40.17&30.21&0.48&0.859\\
Cocomin\_Boost:85\_Oversample:0.30&2489&38&0&38&41.62&30.09&0.48&0.866\\
Cocomin\_Boost:85\_Oversample:0.35&2493&34&0&34&42.18&30.78&0.49&0.875\\
Cocomin\_Boost:85\_Oversample:0.40&2485&42&0&42&42.99&30.78&0.48&0.874\\
Cocomin\_Boost:85\_Oversample:0.45&2482&45&0&45&43.86&30.61&0.46&0.872\\
Cocomin\_Boost:90\_Oversample:0.05&2425&0&102&-102&44.42&35.80&0.42&0.847\\
Cocomin\_Boost:90\_Oversample:0.10&2415&0&112&-112&43.97&36.52&0.43&0.873\\
Cocomin\_Boost:90\_Oversample:0.15&2527&0&0&0&41.25&30.98&0.47&0.867\\
Cocomin\_Boost:90\_Oversample:0.20&2527&0&0&0&40.76&28.73&0.48&0.851\\
Cocomin\_Boost:90\_Oversample:0.25&2482&45&0&45&40.15&30.16&0.48&0.860\\
Cocomin\_Boost:90\_Oversample:0.30&2492&35&0&35&41.62&30.07&0.48&0.868\\
Cocomin\_Boost:90\_Oversample:0.35&2494&33&0&33&42.19&30.81&0.49&0.874\\
Cocomin\_Boost:90\_Oversample:0.40&2485&42&0&42&43.00&30.80&0.48&0.875\\
Cocomin\_Boost:90\_Oversample:0.45&2482&45&0&45&43.87&30.62&0.46&0.870\\
Cocomin\_Boost:95\_Oversample:0.05&2433&0&94&-94&44.48&35.93&0.42&0.843\\
Cocomin\_Boost:95\_Oversample:0.10&2376&0&151&-151&43.97&36.57&0.43&0.873\\
Cocomin\_Boost:95\_Oversample:0.15&2527&0&0&0&41.25&30.96&0.47&0.865\\
Cocomin\_Boost:95\_Oversample:0.20&2527&0&0&0&40.76&28.79&0.48&0.849\\
Cocomin\_Boost:95\_Oversample:0.25&2481&46&0&46&40.13&30.14&0.48&0.858\\
Cocomin\_Boost:95\_Oversample:0.30&2492&35&0&35&41.63&30.05&0.48&0.867\\
Cocomin\_Boost:95\_Oversample:0.35&2495&32&0&32&42.20&30.80&0.49&0.875\\
Cocomin\_Boost:95\_Oversample:0.40&2485&42&0&42&43.00&30.83&0.48&0.874\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets (pg 3 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets-3}
\end{table}

\clearpage
\begin{table}[htbp]
\begin{center}
\scriptsize{
\begin{tabular}{|r|r|r|r|r|r|r|r|r|}
\hline
Method&Ties&Wins&Losses&Win-Loss&MMRE&MedMRE&Pred30&R\\
\hline
Cocomin\_Boost:95\_Oversample:0.45&2482&45&0&45&43.88&30.62&0.46&0.872\\
LC&2484&43&0&43&41.16&27.46&0.49&0.914\\
LC\_Boost:100\_Oversample:0.05&2330&0&197&-197&42.40&32.17&0.43&0.905\\
LC\_Boost:100\_Oversample:0.10&2311&0&216&-216&40.80&31.50&0.44&0.907\\
LC\_Boost:100\_Oversample:0.15&2527&0&0&0&40.15&30.00&0.50&0.903\\
LC\_Boost:100\_Oversample:0.20&2527&0&0&0&40.10&29.54&0.49&0.904\\
LC\_Boost:100\_Oversample:0.25&2508&19&0&19&39.42&28.71&0.51&0.911\\
LC\_Boost:100\_Oversample:0.30&2523&4&0&4&40.01&28.62&0.50&0.908\\
LC\_Boost:100\_Oversample:0.35&2509&18&0&18&40.31&29.80&0.50&0.912\\
LC\_Boost:100\_Oversample:0.40&2522&5&0&5&40.98&30.19&0.47&0.913\\
LC\_Boost:100\_Oversample:0.45&2509&18&0&18&41.39&30.12&0.47&0.909\\
LC\_Boost:10\_Oversample:0.05&2527&0&0&0&39.27&27.82&0.52&0.912\\
LC\_Boost:10\_Oversample:0.10&2527&0&0&0&38.99&26.92&0.51&0.912\\
LC\_Boost:10\_Oversample:0.15&2527&0&0&0&39.02&28.07&0.51&0.906\\
LC\_Boost:10\_Oversample:0.20&2513&14&0&14&39.44&29.11&0.53&0.908\\
LC\_Boost:10\_Oversample:0.25&2506&21&0&21&39.61&29.45&0.49&0.911\\
LC\_Boost:10\_Oversample:0.30&2508&19&0&19&40.15&29.33&0.50&0.911\\
LC\_Boost:10\_Oversample:0.35&2505&22&0&22&40.76&30.44&0.50&0.913\\
LC\_Boost:10\_Oversample:0.40&2507&20&0&20&41.00&29.52&0.48&0.912\\
LC\_Boost:10\_Oversample:0.45&2507&20&0&20&41.16&29.42&0.48&0.912\\
LC\_Boost:15\_Oversample:0.05&2527&0&0&0&39.22&27.95&0.48&0.912\\
LC\_Boost:15\_Oversample:0.10&2527&0&0&0&39.31&27.82&0.51&0.910\\
LC\_Boost:15\_Oversample:0.15&2527&0&0&0&39.13&28.05&0.50&0.905\\
LC\_Boost:15\_Oversample:0.20&2523&4&0&4&39.57&29.22&0.52&0.906\\
LC\_Boost:15\_Oversample:0.25&2510&17&0&17&39.55&29.29&0.49&0.911\\
LC\_Boost:15\_Oversample:0.30&2510&17&0&17&40.09&29.28&0.50&0.910\\
LC\_Boost:15\_Oversample:0.35&2505&22&0&22&40.65&30.46&0.50&0.910\\
LC\_Boost:15\_Oversample:0.40&2508&19&0&19&41.01&29.67&0.47&0.912\\
LC\_Boost:15\_Oversample:0.45&2506&21&0&21&41.22&29.61&0.48&0.909\\
LC\_Boost:20\_Oversample:0.05&2527&0&0&0&39.55&27.98&0.49&0.912\\
LC\_Boost:20\_Oversample:0.10&2527&0&0&0&39.62&28.80&0.49&0.909\\
LC\_Boost:20\_Oversample:0.15&2527&0&0&0&39.26&27.70&0.50&0.904\\
LC\_Boost:20\_Oversample:0.20&2525&2&0&2&39.67&29.29&0.51&0.906\\
LC\_Boost:20\_Oversample:0.25&2511&16&0&16&39.52&29.00&0.50&0.911\\
LC\_Boost:20\_Oversample:0.30&2511&16&0&16&40.06&29.25&0.50&0.910\\
LC\_Boost:20\_Oversample:0.35&2507&20&0&20&40.57&30.40&0.50&0.913\\
LC\_Boost:20\_Oversample:0.40&2508&19&0&19&41.00&29.82&0.47&0.913\\
LC\_Boost:20\_Oversample:0.45&2507&20&0&20&41.26&29.73&0.48&0.912\\
LC\_Boost:25\_Oversample:0.05&2527&0&0&0&39.87&28.32&0.48&0.912\\
LC\_Boost:25\_Oversample:0.10&2527&0&0&0&39.88&29.25&0.48&0.908\\
LC\_Boost:25\_Oversample:0.15&2527&0&0&0&39.35&27.66&0.50&0.904\\
LC\_Boost:25\_Oversample:0.20&2526&1&0&1&39.74&29.31&0.50&0.905\\
LC\_Boost:25\_Oversample:0.25&2511&16&0&16&39.50&28.87&0.50&0.910\\
LC\_Boost:25\_Oversample:0.30&2514&13&0&13&40.05&29.12&0.50&0.909\\
LC\_Boost:25\_Oversample:0.35&2508&19&0&19&40.52&30.31&0.50&0.912\\
LC\_Boost:25\_Oversample:0.40&2508&19&0&19&41.00&29.90&0.47&0.913\\
LC\_Boost:25\_Oversample:0.45&2508&19&0&19&41.29&29.81&0.48&0.912\\
LC\_Boost:30\_Oversample:0.05&2527&0&0&0&40.24&29.53&0.47&0.910\\
LC\_Boost:30\_Oversample:0.10&2525&0&2&-2&40.06&29.72&0.47&0.908\\
LC\_Boost:30\_Oversample:0.15&2527&0&0&0&39.44&27.99&0.50&0.904\\
LC\_Boost:30\_Oversample:0.20&2525&2&0&2&39.80&29.35&0.49&0.905\\
LC\_Boost:30\_Oversample:0.25&2510&17&0&17&39.48&28.79&0.50&0.911\\
LC\_Boost:30\_Oversample:0.30&2516&11&0&11&40.05&29.04&0.50&0.909\\
LC\_Boost:30\_Oversample:0.35&2508&19&0&19&40.48&30.23&0.49&0.912\\
LC\_Boost:30\_Oversample:0.40&2508&19&0&19&41.00&29.96&0.47&0.913\\
LC\_Boost:30\_Oversample:0.45&2509&18&0&18&41.31&29.87&0.48&0.911\\
LC\_Boost:35\_Oversample:0.05&2527&0&0&0&40.66&30.76&0.47&0.909\\
LC\_Boost:35\_Oversample:0.10&2482&0&45&-45&40.20&30.13&0.46&0.907\\
LC\_Boost:35\_Oversample:0.15&2527&0&0&0&39.53&28.37&0.50&0.903\\
LC\_Boost:35\_Oversample:0.20&2523&4&0&4&39.84&29.38&0.49&0.905\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets (pg 4 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets-4}
\end{table}

\clearpage
\begin{table}[htbp]
\begin{center}
\scriptsize{
\begin{tabular}{|r|r|r|r|r|r|r|r|r|}
\hline
Method&Ties&Wins&Losses&Win-Loss&MMRE&MedMRE&Pred30&R\\
\hline
LC\_Boost:35\_Oversample:0.25&2509&18&0&18&39.47&28.77&0.51&0.910\\
LC\_Boost:35\_Oversample:0.30&2518&9&0&9&40.04&28.95&0.50&0.909\\
LC\_Boost:35\_Oversample:0.35&2508&19&0&19&40.45&30.16&0.49&0.912\\
LC\_Boost:35\_Oversample:0.40&2509&18&0&18&41.00&30.00&0.47&0.913\\
LC\_Boost:35\_Oversample:0.45&2509&18&0&18&41.32&29.92&0.48&0.911\\
LC\_Boost:40\_Oversample:0.05&2527&0&0&0&40.99&31.30&0.45&0.906\\
LC\_Boost:40\_Oversample:0.10&2424&0&103&-103&40.30&30.20&0.45&0.907\\
LC\_Boost:40\_Oversample:0.15&2527&0&0&0&39.61&28.70&0.49&0.903\\
LC\_Boost:40\_Oversample:0.20&2526&1&0&1&39.89&29.40&0.49&0.905\\
LC\_Boost:40\_Oversample:0.25&2508&19&0&19&39.46&28.78&0.51&0.911\\
LC\_Boost:40\_Oversample:0.30&2519&8&0&8&40.03&28.87&0.50&0.909\\
LC\_Boost:40\_Oversample:0.35&2508&19&0&19&40.43&30.11&0.50&0.912\\
LC\_Boost:40\_Oversample:0.40&2511&16&0&16&41.00&30.03&0.47&0.913\\
LC\_Boost:40\_Oversample:0.45&2509&18&0&18&41.34&29.95&0.48&0.911\\
LC\_Boost:45\_Oversample:0.05&2527&0&0&0&41.25&31.40&0.45&0.907\\
LC\_Boost:45\_Oversample:0.10&2401&0&126&-126&40.37&30.28&0.44&0.907\\
LC\_Boost:45\_Oversample:0.15&2527&0&0&0&39.68&28.96&0.49&0.903\\
LC\_Boost:45\_Oversample:0.20&2527&0&0&0&39.92&29.43&0.49&0.905\\
LC\_Boost:45\_Oversample:0.25&2508&19&0&19&39.45&28.77&0.51&0.910\\
LC\_Boost:45\_Oversample:0.30&2520&7&0&7&40.02&28.80&0.50&0.909\\
LC\_Boost:45\_Oversample:0.35&2507&20&0&20&40.41&30.06&0.50&0.912\\
LC\_Boost:45\_Oversample:0.40&2511&16&0&16&40.99&30.05&0.47&0.913\\
LC\_Boost:45\_Oversample:0.45&2509&18&0&18&41.35&29.98&0.48&0.911\\
LC\_Boost:50\_Oversample:0.05&2524&0&3&-3&41.44&31.57&0.45&0.907\\
LC\_Boost:50\_Oversample:0.10&2375&0&152&-152&40.45&30.43&0.44&0.907\\
LC\_Boost:50\_Oversample:0.15&2527&0&0&0&39.75&29.20&0.49&0.903\\
LC\_Boost:50\_Oversample:0.20&2527&0&0&0&39.95&29.44&0.49&0.905\\
LC\_Boost:50\_Oversample:0.25&2508&19&0&19&39.45&28.76&0.51&0.910\\
LC\_Boost:50\_Oversample:0.30&2521&6&0&6&40.02&28.74&0.50&0.909\\
LC\_Boost:50\_Oversample:0.35&2507&20&0&20&40.39&30.02&0.50&0.912\\
LC\_Boost:50\_Oversample:0.40&2513&14&0&14&40.99&30.08&0.47&0.913\\
LC\_Boost:50\_Oversample:0.45&2509&18&0&18&41.35&30.00&0.47&0.911\\
LC\_Boost:55\_Oversample:0.05&2492&0&35&-35&41.59&31.63&0.44&0.906\\
LC\_Boost:55\_Oversample:0.10&2369&0&158&-158&40.50&30.56&0.44&0.907\\
LC\_Boost:55\_Oversample:0.15&2527&0&0&0&39.82&29.42&0.49&0.903\\
LC\_Boost:55\_Oversample:0.20&2527&0&0&0&39.97&29.45&0.49&0.904\\
LC\_Boost:55\_Oversample:0.25&2508&19&0&19&39.44&28.76&0.51&0.910\\
LC\_Boost:55\_Oversample:0.30&2521&6&0&6&40.02&28.70&0.50&0.909\\
LC\_Boost:55\_Oversample:0.35&2508&19&0&19&40.38&29.99&0.50&0.910\\
LC\_Boost:55\_Oversample:0.40&2514&13&0&13&40.99&30.09&0.47&0.913\\
LC\_Boost:55\_Oversample:0.45&2510&17&0&17&41.36&30.02&0.47&0.908\\
LC\_Boost:5\_Oversample:0.05&2508&19&0&19&40.05&29.67&0.52&0.910\\
LC\_Boost:5\_Oversample:0.10&2521&6&0&6&38.99&28.73&0.52&0.911\\
LC\_Boost:5\_Oversample:0.15&2521&6&0&6&39.19&28.64&0.53&0.907\\
LC\_Boost:5\_Oversample:0.20&2503&24&0&24&39.42&29.53&0.54&0.908\\
LC\_Boost:5\_Oversample:0.25&2496&31&0&31&39.80&28.93&0.50&0.910\\
LC\_Boost:5\_Oversample:0.30&2500&27&0&27&40.35&29.44&0.49&0.910\\
LC\_Boost:5\_Oversample:0.35&2503&24&0&24&40.91&29.89&0.49&0.913\\
LC\_Boost:5\_Oversample:0.40&2502&25&0&25&40.97&29.00&0.48&0.912\\
LC\_Boost:5\_Oversample:0.45&2503&24&0&24&41.03&28.94&0.48&0.913\\
LC\_Boost:60\_Oversample:0.05&2468&0&59&-59&41.72&31.91&0.44&0.906\\
LC\_Boost:60\_Oversample:0.10&2339&0&188&-188&40.55&30.73&0.44&0.907\\
LC\_Boost:60\_Oversample:0.15&2527&0&0&0&39.87&29.61&0.49&0.903\\
LC\_Boost:60\_Oversample:0.20&2527&0&0&0&39.99&29.46&0.49&0.904\\
LC\_Boost:60\_Oversample:0.25&2508&19&0&19&39.44&28.75&0.51&0.910\\
LC\_Boost:60\_Oversample:0.30&2521&6&0&6&40.02&28.67&0.50&0.909\\
LC\_Boost:60\_Oversample:0.35&2508&19&0&19&40.37&29.96&0.50&0.912\\
LC\_Boost:60\_Oversample:0.40&2516&11&0&11&40.98&30.11&0.47&0.913\\
LC\_Boost:60\_Oversample:0.45&2510&17&0&17&41.37&30.04&0.47&0.911\\
LC\_Boost:65\_Oversample:0.05&2411&0&116&-116&41.85&32.12&0.45&0.906\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets (pg 5 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets-5}
\end{table}

\clearpage
\begin{table}[htbp]
\begin{center}
\scriptsize{
\begin{tabular}{|r|r|r|r|r|r|r|r|r|}
\hline
Method&Ties&Wins&Losses&Win-Loss&MMRE&MedMRE&Pred30&R\\
\hline
LC\_Boost:65\_Oversample:0.10&2335&0&192&-192&40.59&30.89&0.44&0.907\\
LC\_Boost:65\_Oversample:0.15&2527&0&0&0&39.92&29.74&0.49&0.903\\
LC\_Boost:65\_Oversample:0.20&2527&0&0&0&40.01&29.47&0.49&0.904\\
LC\_Boost:65\_Oversample:0.25&2508&19&0&19&39.43&28.75&0.51&0.911\\
LC\_Boost:65\_Oversample:0.30&2522&5&0&5&40.02&28.66&0.50&0.909\\
LC\_Boost:65\_Oversample:0.35&2508&19&0&19&40.36&29.93&0.49&0.913\\
LC\_Boost:65\_Oversample:0.40&2516&11&0&11&40.98&30.13&0.47&0.913\\
LC\_Boost:65\_Oversample:0.45&2509&18&0&18&41.37&30.05&0.47&0.908\\
LC\_Boost:70\_Oversample:0.05&2393&0&134&-134&41.96&32.15&0.45&0.903\\
LC\_Boost:70\_Oversample:0.10&2333&0&194&-194&40.63&31.03&0.44&0.906\\
LC\_Boost:70\_Oversample:0.15&2527&0&0&0&39.96&29.72&0.50&0.900\\
LC\_Boost:70\_Oversample:0.20&2527&0&0&0&40.03&29.48&0.49&0.904\\
LC\_Boost:70\_Oversample:0.25&2509&18&0&18&39.43&28.74&0.51&0.909\\
LC\_Boost:70\_Oversample:0.30&2522&5&0&5&40.01&28.65&0.50&0.909\\
LC\_Boost:70\_Oversample:0.35&2509&18&0&18&40.35&29.91&0.49&0.912\\
LC\_Boost:70\_Oversample:0.40&2517&10&0&10&40.98&30.13&0.47&0.913\\
LC\_Boost:70\_Oversample:0.45&2509&18&0&18&41.37&30.06&0.47&0.911\\
LC\_Boost:75\_Oversample:0.05&2361&0&166&-166&42.04&32.16&0.45&0.905\\
LC\_Boost:75\_Oversample:0.10&2336&0&191&-191&40.67&31.16&0.43&0.903\\
LC\_Boost:75\_Oversample:0.15&2527&0&0&0&40.00&29.70&0.50&0.903\\
LC\_Boost:75\_Oversample:0.20&2527&0&0&0&40.04&29.50&0.49&0.905\\
LC\_Boost:75\_Oversample:0.25&2508&19&0&19&39.43&28.74&0.51&0.911\\
LC\_Boost:75\_Oversample:0.30&2522&5&0&5&40.01&28.65&0.50&0.909\\
LC\_Boost:75\_Oversample:0.35&2510&17&0&17&40.34&29.89&0.49&0.913\\
LC\_Boost:75\_Oversample:0.40&2517&10&0&10&40.99&30.15&0.47&0.913\\
LC\_Boost:75\_Oversample:0.45&2509&18&0&18&41.38&30.08&0.47&0.911\\
LC\_Boost:80\_Oversample:0.05&2338&0&189&-189&42.12&32.16&0.45&0.902\\
LC\_Boost:80\_Oversample:0.10&2318&0&209&-209&40.70&31.27&0.44&0.906\\
LC\_Boost:80\_Oversample:0.15&2527&0&0&0&40.03&29.72&0.50&0.901\\
LC\_Boost:80\_Oversample:0.20&2527&0&0&0&40.06&29.51&0.49&0.904\\
LC\_Boost:80\_Oversample:0.25&2508&19&0&19&39.43&28.73&0.51&0.909\\
LC\_Boost:80\_Oversample:0.30&2522&5&0&5&40.01&28.64&0.50&0.909\\
LC\_Boost:80\_Oversample:0.35&2509&18&0&18&40.34&29.87&0.49&0.913\\
LC\_Boost:80\_Oversample:0.40&2518&9&0&9&40.98&30.15&0.47&0.913\\
LC\_Boost:80\_Oversample:0.45&2509&18&0&18&41.38&30.09&0.47&0.911\\
LC\_Boost:85\_Oversample:0.05&2334&0&193&-193&42.20&32.15&0.45&0.904\\
LC\_Boost:85\_Oversample:0.10&2318&0&209&-209&40.73&31.34&0.44&0.907\\
LC\_Boost:85\_Oversample:0.15&2527&0&0&0&40.06&29.80&0.50&0.901\\
LC\_Boost:85\_Oversample:0.20&2527&0&0&0&40.07&29.52&0.49&0.904\\
LC\_Boost:85\_Oversample:0.25&2508&19&0&19&39.43&28.72&0.51&0.908\\
LC\_Boost:85\_Oversample:0.30&2523&4&0&4&40.01&28.63&0.50&0.908\\
LC\_Boost:85\_Oversample:0.35&2509&18&0&18&40.33&29.85&0.49&0.911\\
LC\_Boost:85\_Oversample:0.40&2520&7&0&7&40.98&30.16&0.47&0.913\\
LC\_Boost:85\_Oversample:0.45&2509&18&0&18&41.38&30.10&0.47&0.910\\
LC\_Boost:90\_Oversample:0.05&2333&0&194&-194&42.28&32.16&0.44&0.902\\
LC\_Boost:90\_Oversample:0.10&2317&0&210&-210&40.76&31.41&0.44&0.903\\
LC\_Boost:90\_Oversample:0.15&2527&0&0&0&40.10&29.87&0.50&0.902\\
LC\_Boost:90\_Oversample:0.20&2527&0&0&0&40.09&29.53&0.49&0.904\\
LC\_Boost:90\_Oversample:0.25&2508&19&0&19&39.42&28.72&0.51&0.910\\
LC\_Boost:90\_Oversample:0.30&2523&4&0&4&40.01&28.63&0.50&0.908\\
LC\_Boost:90\_Oversample:0.35&2509&18&0&18&40.32&29.83&0.49&0.913\\
LC\_Boost:90\_Oversample:0.40&2521&6&0&6&40.98&30.17&0.47&0.912\\
LC\_Boost:90\_Oversample:0.45&2509&18&0&18&41.38&30.10&0.47&0.911\\
LC\_Boost:95\_Oversample:0.05&2332&0&195&-195&42.34&32.16&0.43&0.904\\
LC\_Boost:95\_Oversample:0.10&2317&0&210&-210&40.78&31.47&0.44&0.905\\
LC\_Boost:95\_Oversample:0.15&2527&0&0&0&40.12&29.94&0.50&0.901\\
LC\_Boost:95\_Oversample:0.20&2527&0&0&0&40.09&29.54&0.49&0.902\\
LC\_Boost:95\_Oversample:0.25&2508&19&0&19&39.42&28.72&0.51&0.908\\
LC\_Boost:95\_Oversample:0.30&2523&4&0&4&40.01&28.62&0.50&0.906\\
LC\_Boost:95\_Oversample:0.35&2509&18&0&18&40.32&29.82&0.50&0.911\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets (pg 6 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets-6}
\end{table}

\clearpage
\begin{table}[htbp]
\begin{center}
\scriptsize{
\begin{tabular}{|r|r|r|r|r|r|r|r|r|}
\hline
Method&Ties&Wins&Losses&Win-Loss&MMRE&MedMRE&Pred30&R\\
\hline
LC\_Boost:95\_Oversample:0.40&2521&6&0&6&40.98&30.18&0.47&0.911\\
LC\_Boost:95\_Oversample:0.45&2509&18&0&18&41.39&30.11&0.47&0.909\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets (pg 7 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Coc81-Datasets-7}
\end{table}

