\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&5906&97&1&96&58.18&29.04&0.56&0.882\\
Cocomin\_Boost:10\_Subsample:0.15&5507&38&110&-72&51.92&31.53&0.45&0.771\\
Cocomin\_Boost:10\_Subsample:0.20&5583&72&0&72&51.23&29.87&0.47&0.762\\
Cocomin\_Boost:10\_Subsample:0.25&5573&82&0&82&50.39&27.80&0.47&0.772\\
Cocomin\_Boost:10\_Subsample:0.30&5550&105&0&105&50.59&27.09&0.49&0.766\\
Cocomin\_Boost:10\_Subsample:0.35&5549&106&0&106&50.71&26.17&0.50&0.779\\
Cocomin\_Boost:10\_Subsample:0.40&5540&115&0&115&50.95&25.55&0.51&0.786\\
Cocomin\_Boost:10\_Subsample:0.45&5560&94&1&93&51.30&26.33&0.50&0.792\\
Cocomin\_Boost:10\_Subsample:0.50&5543&110&2&108&51.52&26.67&0.50&0.788\\
Cocomin\_Boost:10\_Subsample:0.55&5536&115&4&111&51.24&26.39&0.50&0.788\\
Cocomin\_Boost:10\_Subsample:0.60&5530&115&10&105&51.80&26.47&0.49&0.780\\
Cocomin\_Boost:10\_Subsample:0.65&5543&107&5&102&50.57&26.95&0.50&0.789\\
Cocomin\_Boost:10\_Subsample:0.70&5343&107&6&101&48.39&24.48&0.48&0.759\\
Cocomin\_Boost:10\_Subsample:0.75&5343&109&4&105&48.35&23.78&0.48&0.742\\
Cocomin\_Boost:10\_Subsample:0.80&5347&107&2&105&48.46&24.03&0.48&0.756\\
Cocomin\_Boost:10\_Subsample:0.85&5340&105&11&94&48.66&24.75&0.47&0.752\\
Cocomin\_Boost:10\_Subsample:0.90&5343&107&6&101&48.65&23.92&0.47&0.755\\
Cocomin\_Boost:10\_Subsample:0.95&5348&106&2&104&48.50&23.84&0.48&0.757\\
Cocomin\_Boost:15\_Subsample:0.15&5166&41&249&-208&49.76&30.20&0.42&0.736\\
Cocomin\_Boost:15\_Subsample:0.20&5390&66&0&66&48.78&28.26&0.44&0.722\\
Cocomin\_Boost:15\_Subsample:0.25&5378&78&0&78&48.04&26.38&0.45&0.727\\
Cocomin\_Boost:15\_Subsample:0.30&5351&104&1&103&47.79&25.90&0.46&0.730\\
Cocomin\_Boost:15\_Subsample:0.35&5348&108&0&108&47.44&24.60&0.48&0.740\\
Cocomin\_Boost:15\_Subsample:0.40&5341&115&0&115&47.59&23.90&0.48&0.745\\
Cocomin\_Boost:15\_Subsample:0.45&5360&96&0&96&47.87&24.80&0.47&0.756\\
Cocomin\_Boost:15\_Subsample:0.50&5345&109&2&107&48.02&25.19&0.47&0.751\\
Cocomin\_Boost:15\_Subsample:0.55&5338&114&4&110&47.65&24.52&0.48&0.754\\
Cocomin\_Boost:15\_Subsample:0.60&5331&114&11&103&48.19&24.46&0.46&0.753\\
Cocomin\_Boost:15\_Subsample:0.65&5340&107&9&98&48.39&24.73&0.47&0.758\\
Cocomin\_Boost:15\_Subsample:0.70&5343&107&6&101&48.40&24.49&0.48&0.758\\
Cocomin\_Boost:15\_Subsample:0.75&5343&110&3&107&48.33&23.78&0.48&0.752\\
Cocomin\_Boost:15\_Subsample:0.80&5347&107&2&105&48.47&24.08&0.48&0.756\\
Cocomin\_Boost:15\_Subsample:0.85&5340&105&11&94&48.67&24.81&0.47&0.753\\
Cocomin\_Boost:15\_Subsample:0.90&5343&108&5&103&48.66&23.92&0.47&0.755\\
Cocomin\_Boost:15\_Subsample:0.95&5348&106&2&104&48.48&23.80&0.48&0.757\\
Cocomin\_Boost:20\_Subsample:0.15&5132&36&288&-252&49.91&31.08&0.40&0.734\\
Cocomin\_Boost:20\_Subsample:0.20&5392&64&0&64&48.76&28.98&0.43&0.720\\
Cocomin\_Boost:20\_Subsample:0.25&5383&73&0&73&47.82&26.77&0.45&0.731\\
Cocomin\_Boost:20\_Subsample:0.30&5352&103&1&102&47.81&25.73&0.46&0.729\\
Cocomin\_Boost:20\_Subsample:0.35&5349&107&0&107&47.55&24.64&0.47&0.741\\
Cocomin\_Boost:20\_Subsample:0.40&5344&112&0&112&47.76&24.09&0.48&0.748\\
Cocomin\_Boost:20\_Subsample:0.45&5364&92&0&92&47.88&24.87&0.47&0.756\\
Cocomin\_Boost:20\_Subsample:0.50&5346&108&2&106&48.04&25.19&0.47&0.752\\
Cocomin\_Boost:20\_Subsample:0.55&5336&116&4&112&47.70&24.53&0.47&0.752\\
Cocomin\_Boost:20\_Subsample:0.60&5329&116&11&105&48.27&24.66&0.46&0.755\\
Cocomin\_Boost:20\_Subsample:0.65&5342&108&6&102&48.39&24.76&0.47&0.752\\
Cocomin\_Boost:20\_Subsample:0.70&5342&108&6&102&48.38&24.49&0.48&0.760\\
Cocomin\_Boost:20\_Subsample:0.75&5342&110&4&106&48.33&23.79&0.48&0.751\\
Cocomin\_Boost:20\_Subsample:0.80&5347&107&2&105&48.45&24.04&0.48&0.756\\
Cocomin\_Boost:20\_Subsample:0.85&5341&104&11&93&48.68&24.83&0.47&0.753\\
Cocomin\_Boost:20\_Subsample:0.90&5343&107&6&101&48.66&23.92&0.47&0.755\\
Cocomin\_Boost:20\_Subsample:0.95&5348&106&2&104&48.49&23.81&0.48&0.757\\
Cocomin\_Boost:25\_Subsample:0.15&5116&39&301&-262&50.11&30.28&0.42&0.735\\
Cocomin\_Boost:25\_Subsample:0.20&5393&63&0&63&49.07&28.07&0.44&0.720\\
Cocomin\_Boost:25\_Subsample:0.25&5383&73&0&73&48.07&26.50&0.46&0.731\\
Cocomin\_Boost:25\_Subsample:0.30&5353&102&1&101&48.03&25.97&0.46&0.727\\
Cocomin\_Boost:25\_Subsample:0.35&5349&107&0&107&47.53&24.57&0.47&0.735\\
Cocomin\_Boost:25\_Subsample:0.40&5344&112&0&112&47.72&23.92&0.48&0.739\\
Cocomin\_Boost:25\_Subsample:0.45&5364&92&0&92&47.89&24.85&0.48&0.755\\
Cocomin\_Boost:25\_Subsample:0.50&5346&108&2&106&48.04&25.26&0.47&0.752\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Subsampling-All-Datasets (pg 1 of 6)}\label{Results-Boosting-Subsampling-All-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:25\_Subsample:0.55&5336&116&4&112&47.66&24.50&0.47&0.758\\
Cocomin\_Boost:25\_Subsample:0.60&5329&116&11&105&48.22&24.61&0.46&0.755\\
Cocomin\_Boost:25\_Subsample:0.65&5339&108&9&99&48.38&24.71&0.47&0.759\\
Cocomin\_Boost:25\_Subsample:0.70&5343&107&6&101&48.38&24.49&0.48&0.760\\
Cocomin\_Boost:25\_Subsample:0.75&5342&111&3&108&48.33&23.80&0.48&0.751\\
Cocomin\_Boost:25\_Subsample:0.80&5347&107&2&105&48.45&24.05&0.48&0.756\\
Cocomin\_Boost:25\_Subsample:0.85&5341&104&11&93&48.68&24.81&0.47&0.753\\
Cocomin\_Boost:25\_Subsample:0.90&5343&107&6&101&48.67&23.93&0.47&0.755\\
Cocomin\_Boost:25\_Subsample:0.95&5348&106&2&104&48.49&23.81&0.48&0.757\\
Cocomin\_Boost:30\_Subsample:0.15&5098&37&321&-284&50.07&30.65&0.40&0.733\\
Cocomin\_Boost:30\_Subsample:0.20&5383&63&10&53&49.01&28.69&0.43&0.719\\
Cocomin\_Boost:30\_Subsample:0.25&5386&70&0&70&47.95&26.67&0.45&0.730\\
Cocomin\_Boost:30\_Subsample:0.30&5351&104&1&103&48.00&25.77&0.46&0.727\\
Cocomin\_Boost:30\_Subsample:0.35&5348&108&0&108&47.60&24.79&0.47&0.740\\
Cocomin\_Boost:30\_Subsample:0.40&5345&111&0&111&47.80&23.95&0.48&0.747\\
Cocomin\_Boost:30\_Subsample:0.45&5365&90&1&89&47.90&24.94&0.47&0.757\\
Cocomin\_Boost:30\_Subsample:0.50&5347&107&2&105&48.05&25.33&0.47&0.751\\
Cocomin\_Boost:30\_Subsample:0.55&5336&116&4&112&47.70&24.54&0.47&0.758\\
Cocomin\_Boost:30\_Subsample:0.60&5329&116&11&105&48.27&24.70&0.46&0.755\\
Cocomin\_Boost:30\_Subsample:0.65&5340&108&8&100&48.38&24.71&0.47&0.759\\
Cocomin\_Boost:30\_Subsample:0.70&5343&107&6&101&48.37&24.48&0.48&0.760\\
Cocomin\_Boost:30\_Subsample:0.75&5341&111&4&107&48.33&23.81&0.48&0.752\\
Cocomin\_Boost:30\_Subsample:0.80&5347&107&2&105&48.46&24.06&0.48&0.756\\
Cocomin\_Boost:30\_Subsample:0.85&5341&104&11&93&48.69&24.81&0.47&0.752\\
Cocomin\_Boost:30\_Subsample:0.90&5343&107&6&101&48.67&23.93&0.47&0.755\\
Cocomin\_Boost:30\_Subsample:0.95&5348&106&2&104&48.49&23.80&0.48&0.751\\
Cocomin\_Boost:35\_Subsample:0.15&5082&39&335&-296&50.26&30.17&0.42&0.736\\
Cocomin\_Boost:35\_Subsample:0.20&5392&63&1&62&49.15&28.54&0.43&0.717\\
Cocomin\_Boost:35\_Subsample:0.25&5384&72&0&72&48.13&26.47&0.46&0.730\\
Cocomin\_Boost:35\_Subsample:0.30&5352&103&1&102&48.13&26.00&0.46&0.726\\
Cocomin\_Boost:35\_Subsample:0.35&5349&107&0&107&47.62&24.66&0.47&0.740\\
Cocomin\_Boost:35\_Subsample:0.40&5347&109&0&109&47.77&23.88&0.48&0.746\\
Cocomin\_Boost:35\_Subsample:0.45&5365&90&1&89&47.89&24.91&0.48&0.756\\
Cocomin\_Boost:35\_Subsample:0.50&5346&108&2&106&48.04&25.26&0.47&0.751\\
Cocomin\_Boost:35\_Subsample:0.55&5335&115&6&109&47.66&24.54&0.47&0.753\\
Cocomin\_Boost:35\_Subsample:0.60&5329&116&11&105&48.25&24.66&0.46&0.752\\
Cocomin\_Boost:35\_Subsample:0.65&5339&108&9&99&48.39&24.72&0.47&0.758\\
Cocomin\_Boost:35\_Subsample:0.70&5343&107&6&101&48.38&24.49&0.48&0.758\\
Cocomin\_Boost:35\_Subsample:0.75&5342&111&3&108&48.33&23.82&0.48&0.751\\
Cocomin\_Boost:35\_Subsample:0.80&5347&108&1&107&48.46&24.08&0.48&0.756\\
Cocomin\_Boost:35\_Subsample:0.85&5341&104&11&93&48.69&24.83&0.47&0.752\\
Cocomin\_Boost:35\_Subsample:0.90&5343&107&6&101&48.67&23.92&0.47&0.755\\
Cocomin\_Boost:35\_Subsample:0.95&5348&106&2&104&48.49&23.80&0.48&0.757\\
Cocomin\_Boost:40\_Subsample:0.15&5074&36&346&-310&50.35&30.48&0.40&0.734\\
Cocomin\_Boost:40\_Subsample:0.20&5390&63&3&60&49.12&29.00&0.43&0.717\\
Cocomin\_Boost:40\_Subsample:0.25&5385&71&0&71&48.01&26.51&0.45&0.729\\
Cocomin\_Boost:40\_Subsample:0.30&5352&103&1&102&48.09&25.78&0.46&0.726\\
Cocomin\_Boost:40\_Subsample:0.35&5349&107&0&107&47.66&24.78&0.47&0.737\\
Cocomin\_Boost:40\_Subsample:0.40&5346&110&0&110&47.82&23.91&0.48&0.745\\
Cocomin\_Boost:40\_Subsample:0.45&5369&86&1&85&47.90&24.96&0.47&0.756\\
Cocomin\_Boost:40\_Subsample:0.50&5347&107&2&105&48.05&25.31&0.47&0.751\\
Cocomin\_Boost:40\_Subsample:0.55&5334&117&5&112&47.68&24.56&0.47&0.757\\
Cocomin\_Boost:40\_Subsample:0.60&5328&117&11&106&48.28&24.72&0.46&0.755\\
Cocomin\_Boost:40\_Subsample:0.65&5340&108&8&100&48.39&24.69&0.47&0.759\\
Cocomin\_Boost:40\_Subsample:0.70&5343&107&6&101&48.37&24.49&0.48&0.754\\
Cocomin\_Boost:40\_Subsample:0.75&5341&111&4&107&48.33&23.82&0.48&0.741\\
Cocomin\_Boost:40\_Subsample:0.80&5346&108&2&106&48.46&24.06&0.48&0.751\\
Cocomin\_Boost:40\_Subsample:0.85&5341&104&11&93&48.69&24.81&0.47&0.751\\
Cocomin\_Boost:40\_Subsample:0.90&5343&107&6&101&48.67&23.93&0.47&0.755\\
Cocomin\_Boost:40\_Subsample:0.95&5348&106&2&104&48.49&23.81&0.48&0.756\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Subsampling-All-Datasets (pg 2 of 6)}\label{Results-Boosting-Subsampling-All-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:45\_Subsample:0.15&5078&39&339&-300&50.43&30.07&0.41&0.734\\
Cocomin\_Boost:45\_Subsample:0.20&5382&63&11&52&49.27&28.67&0.44&0.711\\
Cocomin\_Boost:45\_Subsample:0.25&5384&72&0&72&48.19&26.56&0.46&0.726\\
Cocomin\_Boost:45\_Subsample:0.30&5351&103&2&101&48.18&25.98&0.46&0.725\\
Cocomin\_Boost:45\_Subsample:0.35&5349&107&0&107&47.66&24.78&0.47&0.734\\
Cocomin\_Boost:45\_Subsample:0.40&5347&109&0&109&47.80&23.86&0.48&0.746\\
Cocomin\_Boost:45\_Subsample:0.45&5367&88&1&87&47.90&24.93&0.47&0.756\\
Cocomin\_Boost:45\_Subsample:0.50&5346&108&2&106&48.05&25.28&0.47&0.751\\
Cocomin\_Boost:45\_Subsample:0.55&5334&116&6&110&47.65&24.54&0.47&0.753\\
Cocomin\_Boost:45\_Subsample:0.60&5328&117&11&106&48.25&24.68&0.46&0.752\\
Cocomin\_Boost:45\_Subsample:0.65&5339&108&9&99&48.39&24.70&0.47&0.758\\
Cocomin\_Boost:45\_Subsample:0.70&5343&107&6&101&48.37&24.49&0.48&0.758\\
Cocomin\_Boost:45\_Subsample:0.75&5342&111&3&108&48.33&23.83&0.48&0.751\\
Cocomin\_Boost:45\_Subsample:0.80&5345&109&2&107&48.46&24.06&0.48&0.756\\
Cocomin\_Boost:45\_Subsample:0.85&5341&104&11&93&48.69&24.82&0.47&0.752\\
Cocomin\_Boost:45\_Subsample:0.90&5343&107&6&101&48.67&23.93&0.47&0.755\\
Cocomin\_Boost:45\_Subsample:0.95&5348&106&2&104&48.49&23.80&0.48&0.757\\
Cocomin\_Boost:50\_Subsample:0.15&5078&37&341&-304&50.38&30.37&0.40&0.734\\
Cocomin\_Boost:50\_Subsample:0.20&5380&63&13&50&49.19&28.90&0.43&0.716\\
Cocomin\_Boost:50\_Subsample:0.25&5385&71&0&71&48.07&26.56&0.45&0.729\\
Cocomin\_Boost:50\_Subsample:0.30&5353&102&1&101&48.15&25.84&0.46&0.726\\
Cocomin\_Boost:50\_Subsample:0.35&5349&107&0&107&47.68&24.85&0.47&0.739\\
Cocomin\_Boost:50\_Subsample:0.40&5348&108&0&108&47.84&23.89&0.48&0.746\\
Cocomin\_Boost:50\_Subsample:0.45&5369&86&1&85&47.91&24.93&0.47&0.757\\
Cocomin\_Boost:50\_Subsample:0.50&5347&108&1&107&48.05&25.28&0.47&0.751\\
Cocomin\_Boost:50\_Subsample:0.55&5336&115&5&110&47.68&24.56&0.47&0.758\\
Cocomin\_Boost:50\_Subsample:0.60&5328&117&11&106&48.28&24.74&0.46&0.754\\
Cocomin\_Boost:50\_Subsample:0.65&5340&108&8&100&48.39&24.70&0.47&0.759\\
Cocomin\_Boost:50\_Subsample:0.70&5343&107&6&101&48.37&24.49&0.48&0.754\\
Cocomin\_Boost:50\_Subsample:0.75&5341&111&4&107&48.33&23.83&0.48&0.751\\
Cocomin\_Boost:50\_Subsample:0.80&5346&109&1&108&48.46&24.07&0.48&0.750\\
Cocomin\_Boost:50\_Subsample:0.85&5341&104&11&93&48.69&24.83&0.47&0.752\\
Cocomin\_Boost:50\_Subsample:0.90&5343&107&6&101&48.67&23.92&0.47&0.754\\
Cocomin\_Boost:50\_Subsample:0.95&5348&106&2&104&48.49&23.81&0.48&0.757\\
Cocomin\_Boost:5\_Subsample:0.15&5778&55&0&55&54.96&31.51&0.50&0.829\\
Cocomin\_Boost:5\_Subsample:0.20&5753&80&0&80&55.00&29.52&0.52&0.813\\
Cocomin\_Boost:5\_Subsample:0.25&5741&92&0&92&55.19&29.28&0.52&0.825\\
Cocomin\_Boost:5\_Subsample:0.30&5719&113&1&112&54.57&27.70&0.53&0.823\\
Cocomin\_Boost:5\_Subsample:0.35&5717&116&0&116&54.57&27.23&0.55&0.829\\
Cocomin\_Boost:5\_Subsample:0.40&5691&142&0&142&54.47&26.26&0.54&0.839\\
Cocomin\_Boost:5\_Subsample:0.45&5709&123&1&122&52.52&28.19&0.55&0.838\\
Cocomin\_Boost:5\_Subsample:0.50&5543&109&3&106&51.48&26.21&0.50&0.789\\
Cocomin\_Boost:5\_Subsample:0.55&5532&119&4&115&51.08&26.19&0.50&0.792\\
Cocomin\_Boost:5\_Subsample:0.60&5536&109&10&99&51.50&26.23&0.50&0.790\\
Cocomin\_Boost:5\_Subsample:0.65&5540&107&8&99&51.95&26.56&0.49&0.794\\
Cocomin\_Boost:5\_Subsample:0.70&5542&107&6&101&52.00&26.35&0.50&0.793\\
Cocomin\_Boost:5\_Subsample:0.75&5544&109&2&107&51.95&25.64&0.51&0.787\\
Cocomin\_Boost:5\_Subsample:0.80&5547&107&1&106&52.01&25.86&0.51&0.789\\
Cocomin\_Boost:5\_Subsample:0.85&5540&105&10&95&52.23&26.42&0.50&0.786\\
Cocomin\_Boost:5\_Subsample:0.90&5545&108&2&106&52.25&25.75&0.50&0.788\\
Cocomin\_Boost:5\_Subsample:0.95&5548&106&1&105&52.06&25.57&0.50&0.789\\
LC&5898&106&0&106&59.91&28.96&0.57&0.914\\
LC\_Boost:10\_Subsample:0.15&4257&15&1732&-1717&68.59&38.02&0.43&0.871\\
LC\_Boost:10\_Subsample:0.20&5332&150&522&-372&61.86&33.10&0.52&0.888\\
LC\_Boost:10\_Subsample:0.25&5930&39&35&4&60.11&31.87&0.54&0.879\\
LC\_Boost:10\_Subsample:0.30&5955&40&9&31&59.27&31.51&0.53&0.893\\
LC\_Boost:10\_Subsample:0.35&5703&47&254&-207&59.25&30.65&0.55&0.902\\
LC\_Boost:10\_Subsample:0.40&5686&55&263&-208&58.96&30.78&0.54&0.912\\
LC\_Boost:10\_Subsample:0.45&5924&80&0&80&59.21&30.10&0.55&0.910\\
LC\_Boost:10\_Subsample:0.50&5917&87&0&87&59.56&29.60&0.56&0.912\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Subsampling-All-Datasets (pg 3 of 6)}\label{Results-Boosting-Subsampling-All-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
LC\_Boost:10\_Subsample:0.55&5915&89&0&89&59.49&29.23&0.57&0.911\\
LC\_Boost:10\_Subsample:0.60&5915&89&0&89&59.58&29.16&0.56&0.913\\
LC\_Boost:10\_Subsample:0.65&5914&90&0&90&59.87&29.33&0.56&0.911\\
LC\_Boost:10\_Subsample:0.70&5901&103&0&103&59.99&29.25&0.56&0.913\\
LC\_Boost:10\_Subsample:0.75&5900&104&0&104&59.91&29.10&0.56&0.913\\
LC\_Boost:10\_Subsample:0.80&5899&105&0&105&59.89&29.11&0.57&0.914\\
LC\_Boost:10\_Subsample:0.85&5898&106&0&106&59.87&28.92&0.57&0.915\\
LC\_Boost:10\_Subsample:0.90&5898&106&0&106&59.75&28.98&0.57&0.914\\
LC\_Boost:10\_Subsample:0.95&5898&106&0&106&59.77&29.01&0.57&0.915\\
LC\_Boost:15\_Subsample:0.15&4327&0&1677&-1677&71.34&40.28&0.43&0.875\\
LC\_Boost:15\_Subsample:0.20&5419&91&494&-403&63.38&33.47&0.52&0.882\\
LC\_Boost:15\_Subsample:0.25&5966&38&0&38&60.45&32.01&0.54&0.880\\
LC\_Boost:15\_Subsample:0.30&5906&47&51&-4&59.62&31.03&0.52&0.889\\
LC\_Boost:15\_Subsample:0.35&5698&50&256&-206&59.67&30.53&0.55&0.899\\
LC\_Boost:15\_Subsample:0.40&5679&58&267&-209&59.17&30.99&0.54&0.910\\
LC\_Boost:15\_Subsample:0.45&5933&71&0&71&59.50&30.40&0.55&0.909\\
LC\_Boost:15\_Subsample:0.50&5917&87&0&87&59.56&29.53&0.56&0.910\\
LC\_Boost:15\_Subsample:0.55&5917&87&0&87&59.47&29.21&0.57&0.911\\
LC\_Boost:15\_Subsample:0.60&5915&89&0&89&59.56&29.27&0.56&0.912\\
LC\_Boost:15\_Subsample:0.65&5914&90&0&90&59.88&29.37&0.56&0.912\\
LC\_Boost:15\_Subsample:0.70&5901&103&0&103&59.97&29.21&0.56&0.907\\
LC\_Boost:15\_Subsample:0.75&5900&104&0&104&59.91&29.04&0.57&0.912\\
LC\_Boost:15\_Subsample:0.80&5899&105&0&105&59.90&29.19&0.57&0.911\\
LC\_Boost:15\_Subsample:0.85&5898&106&0&106&59.88&28.99&0.57&0.914\\
LC\_Boost:15\_Subsample:0.90&5898&106&0&106&59.75&28.92&0.57&0.913\\
LC\_Boost:15\_Subsample:0.95&5898&106&0&106&59.77&28.94&0.57&0.914\\
LC\_Boost:20\_Subsample:0.15&4273&0&1731&-1731&71.83&40.80&0.42&0.871\\
LC\_Boost:20\_Subsample:0.20&5376&101&527&-426&62.99&33.92&0.51&0.879\\
LC\_Boost:20\_Subsample:0.25&5960&38&6&32&60.59&31.87&0.54&0.876\\
LC\_Boost:20\_Subsample:0.30&5962&41&1&40&59.56&31.34&0.53&0.889\\
LC\_Boost:20\_Subsample:0.35&5692&49&263&-214&59.55&30.96&0.55&0.901\\
LC\_Boost:20\_Subsample:0.40&5672&57&275&-218&59.11&31.10&0.53&0.911\\
LC\_Boost:20\_Subsample:0.45&5936&68&0&68&59.40&30.43&0.55&0.909\\
LC\_Boost:20\_Subsample:0.50&5917&87&0&87&59.59&29.58&0.55&0.910\\
LC\_Boost:20\_Subsample:0.55&5917&87&0&87&59.47&29.15&0.57&0.911\\
LC\_Boost:20\_Subsample:0.60&5915&89&0&89&59.56&29.25&0.55&0.913\\
LC\_Boost:20\_Subsample:0.65&5914&90&0&90&59.88&29.39&0.56&0.911\\
LC\_Boost:20\_Subsample:0.70&5902&102&0&102&59.99&29.22&0.56&0.913\\
LC\_Boost:20\_Subsample:0.75&5900&104&0&104&59.92&29.03&0.56&0.912\\
LC\_Boost:20\_Subsample:0.80&5899&105&0&105&59.90&29.19&0.57&0.914\\
LC\_Boost:20\_Subsample:0.85&5898&106&0&106&59.88&28.99&0.57&0.913\\
LC\_Boost:20\_Subsample:0.90&5898&106&0&106&59.75&28.91&0.57&0.915\\
LC\_Boost:20\_Subsample:0.95&5898&106&0&106&59.77&28.94&0.57&0.914\\
LC\_Boost:25\_Subsample:0.15&4319&0&1685&-1685&73.01&40.74&0.42&0.871\\
LC\_Boost:25\_Subsample:0.20&5443&63&498&-435&63.53&34.31&0.51&0.877\\
LC\_Boost:25\_Subsample:0.25&5965&38&1&37&60.95&31.92&0.54&0.875\\
LC\_Boost:25\_Subsample:0.30&5944&41&19&22&59.68&31.10&0.52&0.887\\
LC\_Boost:25\_Subsample:0.35&5690&50&264&-214&59.67&30.46&0.55&0.901\\
LC\_Boost:25\_Subsample:0.40&5662&58&284&-226&59.19&31.04&0.54&0.909\\
LC\_Boost:25\_Subsample:0.45&5937&67&0&67&59.53&30.45&0.55&0.909\\
LC\_Boost:25\_Subsample:0.50&5917&87&0&87&59.58&29.53&0.56&0.909\\
LC\_Boost:25\_Subsample:0.55&5917&87&0&87&59.47&29.23&0.57&0.905\\
LC\_Boost:25\_Subsample:0.60&5915&89&0&89&59.55&29.25&0.56&0.902\\
LC\_Boost:25\_Subsample:0.65&5914&90&0&90&59.88&29.30&0.56&0.906\\
LC\_Boost:25\_Subsample:0.70&5901&103&0&103&59.98&29.27&0.56&0.911\\
LC\_Boost:25\_Subsample:0.75&5900&104&0&104&59.92&29.11&0.57&0.912\\
LC\_Boost:25\_Subsample:0.80&5899&105&0&105&59.90&29.12&0.57&0.913\\
LC\_Boost:25\_Subsample:0.85&5898&106&0&106&59.88&28.92&0.57&0.914\\
LC\_Boost:25\_Subsample:0.90&5898&106&0&106&59.75&28.98&0.57&0.915\\
LC\_Boost:25\_Subsample:0.95&5898&106&0&106&59.77&29.01&0.57&0.915\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Subsampling-All-Datasets (pg 4 of 6)}\label{Results-Boosting-Subsampling-All-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:30\_Subsample:0.15&4282&0&1722&-1722&73.38&41.21&0.40&0.870\\
LC\_Boost:30\_Subsample:0.20&5433&85&486&-401&63.15&34.09&0.52&0.879\\
LC\_Boost:30\_Subsample:0.25&5965&38&1&37&60.80&31.96&0.54&0.876\\
LC\_Boost:30\_Subsample:0.30&5962&41&1&40&59.62&31.49&0.53&0.887\\
LC\_Boost:30\_Subsample:0.35&5692&48&264&-216&59.55&30.93&0.55&0.901\\
LC\_Boost:30\_Subsample:0.40&5663&56&285&-229&59.17&30.97&0.53&0.910\\
LC\_Boost:30\_Subsample:0.45&5937&67&0&67&59.47&30.20&0.55&0.909\\
LC\_Boost:30\_Subsample:0.50&5917&87&0&87&59.60&29.57&0.56&0.909\\
LC\_Boost:30\_Subsample:0.55&5917&87&0&87&59.47&29.22&0.57&0.911\\
LC\_Boost:30\_Subsample:0.60&5915&89&0&89&59.55&29.25&0.55&0.912\\
LC\_Boost:30\_Subsample:0.65&5914&90&0&90&59.88&29.31&0.56&0.911\\
LC\_Boost:30\_Subsample:0.70&5902&102&0&102&59.99&29.27&0.56&0.907\\
LC\_Boost:30\_Subsample:0.75&5900&104&0&104&59.92&29.11&0.56&0.914\\
LC\_Boost:30\_Subsample:0.80&5899&105&0&105&59.90&29.12&0.57&0.912\\
LC\_Boost:30\_Subsample:0.85&5898&106&0&106&59.88&28.92&0.57&0.915\\
LC\_Boost:30\_Subsample:0.90&5898&106&0&106&59.75&28.98&0.57&0.913\\
LC\_Boost:30\_Subsample:0.95&5898&106&0&106&59.77&28.94&0.57&0.915\\
LC\_Boost:35\_Subsample:0.15&4310&0&1694&-1694&74.04&41.13&0.42&0.867\\
LC\_Boost:35\_Subsample:0.20&5453&65&486&-421&63.81&34.54&0.51&0.876\\
LC\_Boost:35\_Subsample:0.25&5964&38&2&36&61.05&32.11&0.54&0.875\\
LC\_Boost:35\_Subsample:0.30&5943&41&20&21&59.74&31.13&0.52&0.887\\
LC\_Boost:35\_Subsample:0.35&5691&49&264&-215&59.69&30.55&0.55&0.901\\
LC\_Boost:35\_Subsample:0.40&5659&59&286&-227&59.23&30.99&0.54&0.904\\
LC\_Boost:35\_Subsample:0.45&5938&66&0&66&59.57&30.31&0.55&0.909\\
LC\_Boost:35\_Subsample:0.50&5917&87&0&87&59.59&29.52&0.55&0.904\\
LC\_Boost:35\_Subsample:0.55&5917&87&0&87&59.47&29.16&0.57&0.905\\
LC\_Boost:35\_Subsample:0.60&5915&89&0&89&59.54&29.26&0.56&0.903\\
LC\_Boost:35\_Subsample:0.65&5914&90&0&90&59.88&29.37&0.56&0.904\\
LC\_Boost:35\_Subsample:0.70&5902&102&0&102&59.99&29.22&0.56&0.911\\
LC\_Boost:35\_Subsample:0.75&5900&104&0&104&59.92&29.05&0.57&0.912\\
LC\_Boost:35\_Subsample:0.80&5899&105&0&105&59.90&29.19&0.57&0.913\\
LC\_Boost:35\_Subsample:0.85&5898&106&0&106&59.88&28.92&0.57&0.914\\
LC\_Boost:35\_Subsample:0.90&5898&106&0&106&59.75&28.91&0.57&0.915\\
LC\_Boost:35\_Subsample:0.95&5898&106&0&106&59.77&28.94&0.57&0.915\\
LC\_Boost:40\_Subsample:0.15&4267&0&1737&-1737&74.29&41.69&0.41&0.867\\
LC\_Boost:40\_Subsample:0.20&5442&78&484&-406&63.30&34.50&0.51&0.879\\
LC\_Boost:40\_Subsample:0.25&5965&38&1&37&61.04&32.01&0.54&0.874\\
LC\_Boost:40\_Subsample:0.30&5954&41&9&32&59.70&31.55&0.53&0.887\\
LC\_Boost:40\_Subsample:0.35&5692&48&264&-216&59.64&30.90&0.55&0.901\\
LC\_Boost:40\_Subsample:0.40&5662&57&285&-228&59.21&30.84&0.53&0.911\\
LC\_Boost:40\_Subsample:0.45&5938&66&0&66&59.51&30.20&0.55&0.909\\
LC\_Boost:40\_Subsample:0.50&5917&87&0&87&59.60&29.56&0.56&0.910\\
LC\_Boost:40\_Subsample:0.55&5916&88&0&88&59.47&29.17&0.57&0.911\\
LC\_Boost:40\_Subsample:0.60&5915&89&0&89&59.54&29.27&0.55&0.913\\
LC\_Boost:40\_Subsample:0.65&5914&90&0&90&59.89&29.30&0.56&0.911\\
LC\_Boost:40\_Subsample:0.70&5902&102&0&102&60.00&29.23&0.56&0.913\\
LC\_Boost:40\_Subsample:0.75&5900&104&0&104&59.92&29.04&0.56&0.910\\
LC\_Boost:40\_Subsample:0.80&5899&105&0&105&59.90&29.13&0.57&0.914\\
LC\_Boost:40\_Subsample:0.85&5898&106&0&106&59.88&28.92&0.57&0.912\\
LC\_Boost:40\_Subsample:0.90&5898&106&0&106&59.75&28.98&0.57&0.914\\
LC\_Boost:40\_Subsample:0.95&5898&106&0&106&59.77&29.01&0.57&0.913\\
LC\_Boost:45\_Subsample:0.15&4309&0&1695&-1695&74.73&41.36&0.41&0.867\\
LC\_Boost:45\_Subsample:0.20&5460&65&479&-414&63.73&34.47&0.51&0.877\\
LC\_Boost:45\_Subsample:0.25&5964&38&2&36&61.11&32.10&0.53&0.874\\
LC\_Boost:45\_Subsample:0.30&5943&41&20&21&59.76&31.25&0.52&0.887\\
LC\_Boost:45\_Subsample:0.35&5691&49&264&-215&59.70&30.67&0.55&0.901\\
LC\_Boost:45\_Subsample:0.40&5658&59&287&-228&59.24&30.73&0.53&0.911\\
LC\_Boost:45\_Subsample:0.45&5938&66&0&66&59.57&30.23&0.55&0.908\\
LC\_Boost:45\_Subsample:0.50&5917&87&0&87&59.60&29.52&0.55&0.910\\
LC\_Boost:45\_Subsample:0.55&5916&88&0&88&59.47&29.22&0.57&0.911\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Subsampling-All-Datasets (pg 5 of 6)}\label{Results-Boosting-Subsampling-All-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:45\_Subsample:0.60&5915&89&0&89&59.54&29.25&0.55&0.913\\
LC\_Boost:45\_Subsample:0.65&5914&90&0&90&59.89&29.30&0.56&0.912\\
LC\_Boost:45\_Subsample:0.70&5902&102&0&102&59.99&29.23&0.56&0.907\\
LC\_Boost:45\_Subsample:0.75&5900&104&0&104&59.92&29.05&0.57&0.912\\
LC\_Boost:45\_Subsample:0.80&5899&105&0&105&59.90&29.13&0.57&0.911\\
LC\_Boost:45\_Subsample:0.85&5898&106&0&106&59.88&28.92&0.57&0.913\\
LC\_Boost:45\_Subsample:0.90&5898&106&0&106&59.75&28.92&0.57&0.912\\
LC\_Boost:45\_Subsample:0.95&5898&106&0&106&59.77&28.94&0.57&0.913\\
LC\_Boost:50\_Subsample:0.15&4283&0&1721&-1721&74.70&41.57&0.41&0.864\\
LC\_Boost:50\_Subsample:0.20&5448&74&482&-408&63.55&34.46&0.51&0.876\\
LC\_Boost:50\_Subsample:0.25&5965&38&1&37&61.10&32.06&0.54&0.874\\
LC\_Boost:50\_Subsample:0.30&5959&41&4&37&59.72&31.52&0.53&0.886\\
LC\_Boost:50\_Subsample:0.35&5692&48&264&-216&59.62&30.90&0.55&0.901\\
LC\_Boost:50\_Subsample:0.40&5657&58&289&-231&59.23&30.79&0.53&0.909\\
LC\_Boost:50\_Subsample:0.45&5938&66&0&66&59.54&30.25&0.55&0.908\\
LC\_Boost:50\_Subsample:0.50&5917&87&0&87&59.60&29.55&0.56&0.909\\
LC\_Boost:50\_Subsample:0.55&5916&88&0&88&59.47&29.17&0.57&0.911\\
LC\_Boost:50\_Subsample:0.60&5915&89&0&89&59.54&29.29&0.55&0.911\\
LC\_Boost:50\_Subsample:0.65&5914&90&0&90&59.89&29.38&0.56&0.912\\
LC\_Boost:50\_Subsample:0.70&5902&102&0&102&60.00&29.23&0.56&0.912\\
LC\_Boost:50\_Subsample:0.75&5900&104&0&104&59.92&29.04&0.56&0.909\\
LC\_Boost:50\_Subsample:0.80&5899&105&0&105&59.90&29.20&0.57&0.910\\
LC\_Boost:50\_Subsample:0.85&5898&106&0&106&59.88&28.99&0.57&0.913\\
LC\_Boost:50\_Subsample:0.90&5898&106&0&106&59.75&28.91&0.57&0.912\\
LC\_Boost:50\_Subsample:0.95&5898&106&0&106&59.77&28.94&0.57&0.913\\
LC\_Boost:5\_Subsample:0.15&4450&105&1449&-1344&65.74&36.65&0.46&0.874\\
LC\_Boost:5\_Subsample:0.20&5579&50&375&-325&64.12&32.35&0.52&0.878\\
LC\_Boost:5\_Subsample:0.25&5908&56&40&16&59.70&31.12&0.54&0.889\\
LC\_Boost:5\_Subsample:0.30&5949&52&3&49&59.35&30.83&0.53&0.897\\
LC\_Boost:5\_Subsample:0.35&5707&54&243&-189&59.67&29.95&0.55&0.904\\
LC\_Boost:5\_Subsample:0.40&5706&65&233&-168&59.03&30.24&0.55&0.912\\
LC\_Boost:5\_Subsample:0.45&5922&82&0&82&59.44&29.97&0.55&0.913\\
LC\_Boost:5\_Subsample:0.50&5916&88&0&88&59.47&29.64&0.56&0.912\\
LC\_Boost:5\_Subsample:0.55&5915&89&0&89&59.47&29.34&0.57&0.901\\
LC\_Boost:5\_Subsample:0.60&5915&89&0&89&59.61&29.27&0.56&0.913\\
LC\_Boost:5\_Subsample:0.65&5911&93&0&93&59.86&29.27&0.56&0.912\\
LC\_Boost:5\_Subsample:0.70&5901&103&0&103&59.91&29.21&0.56&0.914\\
LC\_Boost:5\_Subsample:0.75&5899&105&0&105&59.88&29.09&0.56&0.913\\
LC\_Boost:5\_Subsample:0.80&5899&105&0&105&59.87&29.09&0.57&0.903\\
LC\_Boost:5\_Subsample:0.85&5898&106&0&106&59.86&28.92&0.57&0.914\\
LC\_Boost:5\_Subsample:0.90&5898&106&0&106&59.75&28.98&0.57&0.913\\
LC\_Boost:5\_Subsample:0.95&5898&106&0&106&59.77&29.00&0.57&0.914\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Subsampling-All-Datasets (pg 6 of 6)}\label{Results-Boosting-Subsampling-All-Datasets-6}
\end{table}