\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&6354&505&0&505&54.51&26.73&0.52&0.822\\
Cocomin\_Boost:100\_Oversample:0.05&4991&21&1847&-1826&55.19&40.67&0.37&0.786\\
Cocomin\_Boost:100\_Oversample:0.10&6158&134&567&-433&53.40&35.75&0.42&0.792\\
Cocomin\_Boost:100\_Oversample:0.15&6653&206&0&206&51.71&30.94&0.48&0.793\\
Cocomin\_Boost:100\_Oversample:0.20&6585&274&0&274&50.99&28.62&0.50&0.804\\
Cocomin\_Boost:100\_Oversample:0.25&6424&435&0&435&51.69&27.78&0.51&0.811\\
Cocomin\_Boost:100\_Oversample:0.30&6338&521&0&521&52.24&27.25&0.52&0.824\\
Cocomin\_Boost:100\_Oversample:0.35&6258&601&0&601&52.53&27.34&0.53&0.829\\
Cocomin\_Boost:100\_Oversample:0.40&6266&593&0&593&53.21&27.05&0.52&0.829\\
Cocomin\_Boost:100\_Oversample:0.45&6290&569&0&569&53.66&27.09&0.51&0.830\\
Cocomin\_Boost:10\_Oversample:0.05&6596&263&0&263&52.14&29.69&0.51&0.823\\
Cocomin\_Boost:10\_Oversample:0.10&6641&218&0&218&52.04&30.74&0.48&0.812\\
Cocomin\_Boost:10\_Oversample:0.15&6597&262&0&262&51.53&28.39&0.49&0.803\\
Cocomin\_Boost:10\_Oversample:0.20&6456&403&0&403&51.79&27.58&0.51&0.810\\
Cocomin\_Boost:10\_Oversample:0.25&6353&506&0&506&52.16&27.95&0.52&0.818\\
Cocomin\_Boost:10\_Oversample:0.30&6315&544&0&544&52.91&27.58&0.52&0.819\\
Cocomin\_Boost:10\_Oversample:0.35&6296&563&0&563&53.08&27.13&0.52&0.827\\
Cocomin\_Boost:10\_Oversample:0.40&6263&596&0&596&53.38&26.93&0.51&0.829\\
Cocomin\_Boost:10\_Oversample:0.45&6276&583&0&583&53.93&27.07&0.51&0.828\\
Cocomin\_Boost:15\_Oversample:0.05&6686&173&0&173&52.26&31.01&0.47&0.821\\
Cocomin\_Boost:15\_Oversample:0.10&6571&179&109&70&52.58&32.02&0.46&0.810\\
Cocomin\_Boost:15\_Oversample:0.15&6611&248&0&248&51.43&28.69&0.50&0.801\\
Cocomin\_Boost:15\_Oversample:0.20&6502&357&0&357&51.58&27.23&0.51&0.809\\
Cocomin\_Boost:15\_Oversample:0.25&6385&474&0&474&52.05&27.87&0.51&0.815\\
Cocomin\_Boost:15\_Oversample:0.30&6328&531&0&531&52.83&27.48&0.52&0.820\\
Cocomin\_Boost:15\_Oversample:0.35&6295&564&0&564&52.87&27.19&0.52&0.827\\
Cocomin\_Boost:15\_Oversample:0.40&6270&589&0&589&53.38&26.79&0.51&0.829\\
Cocomin\_Boost:15\_Oversample:0.45&6281&578&0&578&53.98&27.03&0.51&0.828\\
Cocomin\_Boost:20\_Oversample:0.05&6695&100&64&36&52.57&32.19&0.44&0.817\\
Cocomin\_Boost:20\_Oversample:0.10&6512&157&190&-33&52.83&33.10&0.45&0.809\\
Cocomin\_Boost:20\_Oversample:0.15&6626&233&0&233&51.38&29.18&0.50&0.799\\
Cocomin\_Boost:20\_Oversample:0.20&6536&323&0&323&51.53&27.36&0.51&0.807\\
Cocomin\_Boost:20\_Oversample:0.25&6386&473&0&473&52.00&27.85&0.51&0.814\\
Cocomin\_Boost:20\_Oversample:0.30&6330&529&0&529&52.70&27.51&0.52&0.821\\
Cocomin\_Boost:20\_Oversample:0.35&6293&566&0&566&52.76&27.12&0.52&0.829\\
Cocomin\_Boost:20\_Oversample:0.40&6282&577&0&577&53.34&26.79&0.52&0.829\\
Cocomin\_Boost:20\_Oversample:0.45&6285&574&0&574&53.90&26.98&0.51&0.829\\
Cocomin\_Boost:25\_Oversample:0.05&6365&70&424&-354&53.00&33.99&0.42&0.815\\
Cocomin\_Boost:25\_Oversample:0.10&6484&147&228&-81&52.93&33.45&0.44&0.807\\
Cocomin\_Boost:25\_Oversample:0.15&6642&217&0&217&51.33&29.72&0.50&0.798\\
Cocomin\_Boost:25\_Oversample:0.20&6545&314&0&314&51.45&27.38&0.51&0.806\\
Cocomin\_Boost:25\_Oversample:0.25&6414&445&0&445&51.97&27.74&0.51&0.813\\
Cocomin\_Boost:25\_Oversample:0.30&6338&521&0&521&52.61&27.73&0.52&0.821\\
Cocomin\_Boost:25\_Oversample:0.35&6274&585&0&585&52.71&27.20&0.52&0.829\\
Cocomin\_Boost:25\_Oversample:0.40&6278&581&0&581&53.31&26.76&0.52&0.830\\
Cocomin\_Boost:25\_Oversample:0.45&6285&574&0&574&53.88&27.09&0.51&0.829\\
Cocomin\_Boost:30\_Oversample:0.05&6157&55&647&-592&53.38&34.98&0.41&0.811\\
Cocomin\_Boost:30\_Oversample:0.10&6446&143&270&-127&52.96&33.70&0.44&0.806\\
Cocomin\_Boost:30\_Oversample:0.15&6648&211&0&211&51.32&30.19&0.49&0.796\\
Cocomin\_Boost:30\_Oversample:0.20&6561&298&0&298&51.38&27.57&0.50&0.805\\
Cocomin\_Boost:30\_Oversample:0.25&6409&450&0&450&51.94&27.58&0.51&0.812\\
Cocomin\_Boost:30\_Oversample:0.30&6344&515&0&515&52.52&27.66&0.52&0.822\\
Cocomin\_Boost:30\_Oversample:0.35&6279&580&0&580&52.69&27.26&0.52&0.829\\
Cocomin\_Boost:30\_Oversample:0.40&6278&581&0&581&53.29&26.77&0.52&0.830\\
Cocomin\_Boost:30\_Oversample:0.45&6283&576&0&576&53.86&27.22&0.52&0.829\\
Cocomin\_Boost:35\_Oversample:0.05&5818&42&999&-957&53.72&35.82&0.40&0.808\\
Cocomin\_Boost:35\_Oversample:0.10&6381&141&337&-196&53.01&33.83&0.44&0.804\\
Cocomin\_Boost:35\_Oversample:0.15&6646&213&0&213&51.43&30.54&0.48&0.796\\
Cocomin\_Boost:35\_Oversample:0.20&6570&289&0&289&51.33&27.87&0.51&0.805\\
Cocomin\_Boost:35\_Oversample:0.25&6408&451&0&451&51.89&27.53&0.51&0.812\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-All-Datasets (pg 1 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-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:35\_Oversample:0.30&6348&511&0&511&52.47&27.56&0.52&0.822\\
Cocomin\_Boost:35\_Oversample:0.35&6266&593&0&593&52.67&27.27&0.53&0.831\\
Cocomin\_Boost:35\_Oversample:0.40&6276&583&0&583&53.28&26.82&0.52&0.830\\
Cocomin\_Boost:35\_Oversample:0.45&6283&576&0&576&53.82&27.28&0.52&0.830\\
Cocomin\_Boost:40\_Oversample:0.05&5553&34&1272&-1238&53.99&36.53&0.40&0.801\\
Cocomin\_Boost:40\_Oversample:0.10&6365&141&353&-212&53.06&34.22&0.44&0.803\\
Cocomin\_Boost:40\_Oversample:0.15&6645&214&0&214&51.50&30.59&0.48&0.795\\
Cocomin\_Boost:40\_Oversample:0.20&6568&291&0&291&51.27&28.08&0.50&0.804\\
Cocomin\_Boost:40\_Oversample:0.25&6408&451&0&451&51.88&27.59&0.51&0.811\\
Cocomin\_Boost:40\_Oversample:0.30&6348&511&0&511&52.43&27.55&0.52&0.822\\
Cocomin\_Boost:40\_Oversample:0.35&6254&605&0&605&52.63&27.31&0.53&0.829\\
Cocomin\_Boost:40\_Oversample:0.40&6278&581&0&581&53.30&26.84&0.52&0.829\\
Cocomin\_Boost:40\_Oversample:0.45&6283&576&0&576&53.80&27.26&0.52&0.828\\
Cocomin\_Boost:45\_Oversample:0.05&5438&31&1390&-1359&54.21&37.21&0.39&0.802\\
Cocomin\_Boost:45\_Oversample:0.10&6297&140&422&-282&53.14&34.53&0.44&0.801\\
Cocomin\_Boost:45\_Oversample:0.15&6644&215&0&215&51.54&30.57&0.48&0.795\\
Cocomin\_Boost:45\_Oversample:0.20&6573&286&0&286&51.23&28.25&0.50&0.804\\
Cocomin\_Boost:45\_Oversample:0.25&6415&444&0&444&51.84&27.65&0.51&0.811\\
Cocomin\_Boost:45\_Oversample:0.30&6344&515&0&515&52.39&27.59&0.52&0.822\\
Cocomin\_Boost:45\_Oversample:0.35&6253&606&0&606&52.63&27.43&0.53&0.831\\
Cocomin\_Boost:45\_Oversample:0.40&6274&585&0&585&53.29&26.86&0.52&0.829\\
Cocomin\_Boost:45\_Oversample:0.45&6284&575&0&575&53.80&27.24&0.52&0.830\\
Cocomin\_Boost:50\_Oversample:0.05&5393&30&1436&-1406&54.39&37.83&0.39&0.796\\
Cocomin\_Boost:50\_Oversample:0.10&6274&140&445&-305&53.19&34.77&0.43&0.800\\
Cocomin\_Boost:50\_Oversample:0.15&6649&210&0&210&51.60&30.76&0.48&0.794\\
Cocomin\_Boost:50\_Oversample:0.20&6574&285&0&285&51.19&28.22&0.50&0.804\\
Cocomin\_Boost:50\_Oversample:0.25&6419&440&0&440&51.82&27.64&0.51&0.811\\
Cocomin\_Boost:50\_Oversample:0.30&6344&515&0&515&52.36&27.64&0.52&0.822\\
Cocomin\_Boost:50\_Oversample:0.35&6252&607&0&607&52.60&27.51&0.53&0.828\\
Cocomin\_Boost:50\_Oversample:0.40&6274&585&0&585&53.28&26.89&0.52&0.829\\
Cocomin\_Boost:50\_Oversample:0.45&6284&575&0&575&53.77&27.20&0.51&0.828\\
Cocomin\_Boost:55\_Oversample:0.05&5369&27&1463&-1436&54.53&38.19&0.37&0.797\\
Cocomin\_Boost:55\_Oversample:0.10&6268&141&450&-309&53.23&34.97&0.43&0.799\\
Cocomin\_Boost:55\_Oversample:0.15&6650&209&0&209&51.62&30.86&0.48&0.795\\
Cocomin\_Boost:55\_Oversample:0.20&6572&287&0&287&51.15&28.20&0.51&0.804\\
Cocomin\_Boost:55\_Oversample:0.25&6422&437&0&437&51.81&27.68&0.51&0.810\\
Cocomin\_Boost:55\_Oversample:0.30&6334&525&0&525&52.34&27.62&0.52&0.822\\
Cocomin\_Boost:55\_Oversample:0.35&6251&608&0&608&52.59&27.54&0.53&0.829\\
Cocomin\_Boost:55\_Oversample:0.40&6273&586&0&586&53.27&26.97&0.52&0.829\\
Cocomin\_Boost:55\_Oversample:0.45&6287&572&0&572&53.76&27.17&0.52&0.829\\
Cocomin\_Boost:5\_Oversample:0.05&6401&458&0&458&53.02&28.89&0.52&0.824\\
Cocomin\_Boost:5\_Oversample:0.10&6564&295&0&295&51.85&29.36&0.50&0.814\\
Cocomin\_Boost:5\_Oversample:0.15&6484&375&0&375&51.88&28.24&0.51&0.813\\
Cocomin\_Boost:5\_Oversample:0.20&6332&527&0&527&52.28&28.27&0.52&0.812\\
Cocomin\_Boost:5\_Oversample:0.25&6327&532&0&532&52.74&27.73&0.52&0.820\\
Cocomin\_Boost:5\_Oversample:0.30&6316&543&0&543&53.18&27.47&0.52&0.820\\
Cocomin\_Boost:5\_Oversample:0.35&6296&563&0&563&53.26&26.84&0.52&0.825\\
Cocomin\_Boost:5\_Oversample:0.40&6268&591&0&591&53.51&26.85&0.51&0.828\\
Cocomin\_Boost:5\_Oversample:0.45&6271&588&0&588&53.89&27.21&0.50&0.828\\
Cocomin\_Boost:60\_Oversample:0.05&5298&26&1535&-1509&54.65&38.65&0.37&0.791\\
Cocomin\_Boost:60\_Oversample:0.10&6248&139&472&-333&53.28&35.14&0.43&0.798\\
Cocomin\_Boost:60\_Oversample:0.15&6649&210&0&210&51.62&30.98&0.48&0.794\\
Cocomin\_Boost:60\_Oversample:0.20&6573&286&0&286&51.10&28.14&0.51&0.804\\
Cocomin\_Boost:60\_Oversample:0.25&6425&434&0&434&51.80&27.69&0.51&0.810\\
Cocomin\_Boost:60\_Oversample:0.30&6339&520&0&520&52.32&27.63&0.52&0.822\\
Cocomin\_Boost:60\_Oversample:0.35&6250&609&0&609&52.58&27.52&0.53&0.828\\
Cocomin\_Boost:60\_Oversample:0.40&6274&585&0&585&53.26&27.00&0.52&0.829\\
Cocomin\_Boost:60\_Oversample:0.45&6287&572&0&572&53.75&27.15&0.51&0.828\\
Cocomin\_Boost:65\_Oversample:0.05&5261&25&1573&-1548&54.73&39.02&0.37&0.798\\
Cocomin\_Boost:65\_Oversample:0.10&6233&138&488&-350&53.31&35.28&0.43&0.797\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-All-Datasets (pg 2 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-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:65\_Oversample:0.15&6648&211&0&211&51.63&31.11&0.48&0.795\\
Cocomin\_Boost:65\_Oversample:0.20&6575&284&0&284&51.07&28.17&0.51&0.803\\
Cocomin\_Boost:65\_Oversample:0.25&6428&431&0&431&51.77&27.71&0.51&0.810\\
Cocomin\_Boost:65\_Oversample:0.30&6344&515&0&515&52.32&27.61&0.52&0.822\\
Cocomin\_Boost:65\_Oversample:0.35&6245&614&0&614&52.57&27.48&0.53&0.830\\
Cocomin\_Boost:65\_Oversample:0.40&6274&585&0&585&53.25&27.03&0.52&0.829\\
Cocomin\_Boost:65\_Oversample:0.45&6288&571&0&571&53.73&27.14&0.51&0.829\\
Cocomin\_Boost:70\_Oversample:0.05&5229&22&1608&-1586&54.83&39.44&0.37&0.787\\
Cocomin\_Boost:70\_Oversample:0.10&6224&138&497&-359&53.33&35.38&0.42&0.796\\
Cocomin\_Boost:70\_Oversample:0.15&6650&209&0&209&51.64&31.05&0.48&0.794\\
Cocomin\_Boost:70\_Oversample:0.20&6578&281&0&281&51.05&28.18&0.51&0.803\\
Cocomin\_Boost:70\_Oversample:0.25&6431&428&0&428&51.76&27.72&0.51&0.809\\
Cocomin\_Boost:70\_Oversample:0.30&6345&514&0&514&52.30&27.59&0.52&0.822\\
Cocomin\_Boost:70\_Oversample:0.35&6245&614&0&614&52.55&27.45&0.53&0.828\\
Cocomin\_Boost:70\_Oversample:0.40&6272&587&0&587&53.24&27.05&0.52&0.829\\
Cocomin\_Boost:70\_Oversample:0.45&6288&571&0&571&53.72&27.13&0.51&0.828\\
Cocomin\_Boost:75\_Oversample:0.05&5195&22&1642&-1620&54.91&39.73&0.37&0.793\\
Cocomin\_Boost:75\_Oversample:0.10&6213&136&510&-374&53.35&35.43&0.42&0.796\\
Cocomin\_Boost:75\_Oversample:0.15&6649&210&0&210&51.65&30.99&0.48&0.794\\
Cocomin\_Boost:75\_Oversample:0.20&6579&280&0&280&51.04&28.24&0.51&0.803\\
Cocomin\_Boost:75\_Oversample:0.25&6430&429&0&429&51.75&27.73&0.51&0.810\\
Cocomin\_Boost:75\_Oversample:0.30&6344&515&0&515&52.29&27.57&0.52&0.822\\
Cocomin\_Boost:75\_Oversample:0.35&6250&609&0&609&52.55&27.44&0.53&0.830\\
Cocomin\_Boost:75\_Oversample:0.40&6271&588&0&588&53.23&27.06&0.52&0.829\\
Cocomin\_Boost:75\_Oversample:0.45&6290&569&0&569&53.70&27.12&0.51&0.829\\
Cocomin\_Boost:80\_Oversample:0.05&5141&21&1697&-1676&54.98&39.98&0.37&0.783\\
Cocomin\_Boost:80\_Oversample:0.10&6211&135&513&-378&53.36&35.52&0.42&0.795\\
Cocomin\_Boost:80\_Oversample:0.15&6649&210&0&210&51.66&30.97&0.48&0.794\\
Cocomin\_Boost:80\_Oversample:0.20&6580&279&0&279&51.02&28.31&0.51&0.803\\
Cocomin\_Boost:80\_Oversample:0.25&6429&430&0&430&51.73&27.71&0.51&0.809\\
Cocomin\_Boost:80\_Oversample:0.30&6342&517&0&517&52.28&27.53&0.52&0.822\\
Cocomin\_Boost:80\_Oversample:0.35&6249&610&0&610&52.55&27.41&0.53&0.828\\
Cocomin\_Boost:80\_Oversample:0.40&6270&589&0&589&53.22&27.08&0.52&0.829\\
Cocomin\_Boost:80\_Oversample:0.45&6291&568&0&568&53.69&27.09&0.51&0.828\\
Cocomin\_Boost:85\_Oversample:0.05&5109&21&1729&-1708&55.04&40.22&0.37&0.789\\
Cocomin\_Boost:85\_Oversample:0.10&6213&135&511&-376&53.37&35.59&0.42&0.794\\
Cocomin\_Boost:85\_Oversample:0.15&6650&209&0&209&51.69&30.96&0.48&0.794\\
Cocomin\_Boost:85\_Oversample:0.20&6580&279&0&279&51.01&28.41&0.50&0.803\\
Cocomin\_Boost:85\_Oversample:0.25&6430&429&0&429&51.73&27.74&0.51&0.810\\
Cocomin\_Boost:85\_Oversample:0.30&6341&518&0&518&52.26&27.43&0.52&0.822\\
Cocomin\_Boost:85\_Oversample:0.35&6250&609&0&609&52.54&27.37&0.53&0.830\\
Cocomin\_Boost:85\_Oversample:0.40&6269&590&0&590&53.22&27.09&0.52&0.829\\
Cocomin\_Boost:85\_Oversample:0.45&6287&572&0&572&53.68&27.08&0.51&0.830\\
Cocomin\_Boost:90\_Oversample:0.05&5060&21&1778&-1757&55.10&40.40&0.37&0.786\\
Cocomin\_Boost:90\_Oversample:0.10&6203&137&519&-382&53.39&35.67&0.42&0.791\\
Cocomin\_Boost:90\_Oversample:0.15&6651&208&0&208&51.69&30.95&0.48&0.794\\
Cocomin\_Boost:90\_Oversample:0.20&6583&276&0&276&51.01&28.50&0.50&0.804\\
Cocomin\_Boost:90\_Oversample:0.25&6429&430&0&430&51.71&27.74&0.51&0.811\\
Cocomin\_Boost:90\_Oversample:0.30&6341&518&0&518&52.26&27.34&0.52&0.823\\
Cocomin\_Boost:90\_Oversample:0.35&6252&607&0&607&52.54&27.37&0.53&0.828\\
Cocomin\_Boost:90\_Oversample:0.40&6267&592&0&592&53.21&27.10&0.52&0.829\\
Cocomin\_Boost:90\_Oversample:0.45&6290&569&0&569&53.67&27.09&0.51&0.829\\
Cocomin\_Boost:95\_Oversample:0.05&5006&21&1832&-1811&55.16&40.56&0.37&0.786\\
Cocomin\_Boost:95\_Oversample:0.10&6178&135&546&-411&53.39&35.71&0.42&0.790\\
Cocomin\_Boost:95\_Oversample:0.15&6652&207&0&207&51.70&30.96&0.48&0.794\\
Cocomin\_Boost:95\_Oversample:0.20&6584&275&0&275&51.00&28.56&0.50&0.804\\
Cocomin\_Boost:95\_Oversample:0.25&6425&434&0&434&51.70&27.75&0.51&0.810\\
Cocomin\_Boost:95\_Oversample:0.30&6338&521&0&521&52.24&27.29&0.52&0.823\\
Cocomin\_Boost:95\_Oversample:0.35&6256&603&0&603&52.53&27.35&0.53&0.830\\
Cocomin\_Boost:95\_Oversample:0.40&6272&587&0&587&53.21&27.08&0.52&0.829\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-All-Datasets (pg 3 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-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
Cocomin\_Boost:95\_Oversample:0.45&6291&568&0&568&53.67&27.09&0.51&0.830\\
LC&6331&528&0&528&55.38&26.82&0.53&0.847\\
LC\_Boost:100\_Oversample:0.05&3461&0&3398&-3398&59.55&44.91&0.30&0.807\\
LC\_Boost:100\_Oversample:0.10&5129&32&1698&-1666&54.40&38.36&0.36&0.822\\
LC\_Boost:100\_Oversample:0.15&5877&90&892&-802&53.50&34.86&0.42&0.821\\
LC\_Boost:100\_Oversample:0.20&6553&176&130&46&53.86&32.45&0.45&0.826\\
LC\_Boost:100\_Oversample:0.25&6442&340&77&263&53.72&29.21&0.51&0.835\\
LC\_Boost:100\_Oversample:0.30&6478&381&0&381&53.46&27.96&0.52&0.841\\
LC\_Boost:100\_Oversample:0.35&6437&422&0&422&53.86&27.72&0.53&0.844\\
LC\_Boost:100\_Oversample:0.40&6435&424&0&424&54.17&27.87&0.51&0.848\\
LC\_Boost:100\_Oversample:0.45&6413&446&0&446&54.64&28.05&0.51&0.843\\
LC\_Boost:10\_Oversample:0.05&6312&164&383&-219&54.66&30.86&0.47&0.839\\
LC\_Boost:10\_Oversample:0.10&6520&163&176&-13&52.19&31.50&0.45&0.840\\
LC\_Boost:10\_Oversample:0.15&6534&205&120&85&52.92&31.26&0.47&0.836\\
LC\_Boost:10\_Oversample:0.20&6471&313&75&238&53.34&29.92&0.52&0.836\\
LC\_Boost:10\_Oversample:0.25&6438&390&31&359&53.37&28.47&0.51&0.841\\
LC\_Boost:10\_Oversample:0.30&6432&427&0&427&53.59&27.97&0.52&0.845\\
LC\_Boost:10\_Oversample:0.35&6418&441&0&441&54.18&27.80&0.53&0.847\\
LC\_Boost:10\_Oversample:0.40&6408&451&0&451&54.46&27.70&0.52&0.847\\
LC\_Boost:10\_Oversample:0.45&6395&464&0&464&54.77&27.68&0.52&0.847\\
LC\_Boost:15\_Oversample:0.05&6085&92&682&-590&55.06&33.46&0.43&0.835\\
LC\_Boost:15\_Oversample:0.10&6111&104&644&-540&52.52&33.27&0.44&0.836\\
LC\_Boost:15\_Oversample:0.15&6386&166&307&-141&52.98&31.99&0.46&0.832\\
LC\_Boost:15\_Oversample:0.20&6498&274&87&187&53.40&30.71&0.49&0.833\\
LC\_Boost:15\_Oversample:0.25&6441&375&43&332&53.42&28.68&0.51&0.840\\
LC\_Boost:15\_Oversample:0.30&6438&421&0&421&53.51&28.09&0.51&0.844\\
LC\_Boost:15\_Oversample:0.35&6423&436&0&436&54.08&27.79&0.53&0.844\\
LC\_Boost:15\_Oversample:0.40&6414&445&0&445&54.38&27.71&0.52&0.848\\
LC\_Boost:15\_Oversample:0.45&6399&460&0&460&54.73&27.82&0.52&0.844\\
LC\_Boost:20\_Oversample:0.05&5723&52&1084&-1032&55.43&35.43&0.39&0.833\\
LC\_Boost:20\_Oversample:0.10&5939&86&834&-748&52.90&34.54&0.42&0.831\\
LC\_Boost:20\_Oversample:0.15&6375&140&344&-204&53.09&32.20&0.44&0.830\\
LC\_Boost:20\_Oversample:0.20&6521&250&88&162&53.48&31.06&0.48&0.831\\
LC\_Boost:20\_Oversample:0.25&6444&369&46&323&53.47&28.70&0.51&0.839\\
LC\_Boost:20\_Oversample:0.30&6444&415&0&415&53.48&28.17&0.51&0.843\\
LC\_Boost:20\_Oversample:0.35&6427&432&0&432&54.03&27.77&0.53&0.847\\
LC\_Boost:20\_Oversample:0.40&6413&446&0&446&54.33&27.73&0.52&0.848\\
LC\_Boost:20\_Oversample:0.45&6401&458&0&458&54.70&27.91&0.52&0.846\\
LC\_Boost:25\_Oversample:0.05&5401&27&1431&-1404&55.82&36.81&0.38&0.831\\
LC\_Boost:25\_Oversample:0.10&5751&72&1036&-964&53.24&35.23&0.41&0.829\\
LC\_Boost:25\_Oversample:0.15&6257&116&486&-370&53.16&32.52&0.44&0.828\\
LC\_Boost:25\_Oversample:0.20&6538&233&88&145&53.54&31.32&0.47&0.830\\
LC\_Boost:25\_Oversample:0.25&6453&357&49&308&53.50&28.69&0.51&0.835\\
LC\_Boost:25\_Oversample:0.30&6449&410&0&410&53.47&28.14&0.52&0.843\\
LC\_Boost:25\_Oversample:0.35&6430&429&0&429&53.99&27.76&0.53&0.845\\
LC\_Boost:25\_Oversample:0.40&6413&446&0&446&54.30&27.74&0.52&0.848\\
LC\_Boost:25\_Oversample:0.45&6402&457&0&457&54.69&27.95&0.52&0.846\\
LC\_Boost:30\_Oversample:0.05&4871&13&1975&-1962&56.21&38.44&0.35&0.827\\
LC\_Boost:30\_Oversample:0.10&5650&59&1150&-1091&53.49&35.88&0.40&0.827\\
LC\_Boost:30\_Oversample:0.15&6108&112&639&-527&53.22&32.97&0.44&0.827\\
LC\_Boost:30\_Oversample:0.20&6541&224&94&130&53.60&31.46&0.47&0.830\\
LC\_Boost:30\_Oversample:0.25&6456&354&49&305&53.53&28.59&0.51&0.837\\
LC\_Boost:30\_Oversample:0.30&6458&401&0&401&53.47&28.08&0.52&0.843\\
LC\_Boost:30\_Oversample:0.35&6430&429&0&429&53.96&27.75&0.53&0.845\\
LC\_Boost:30\_Oversample:0.40&6413&446&0&446&54.28&27.74&0.52&0.848\\
LC\_Boost:30\_Oversample:0.45&6404&455&0&455&54.68&27.98&0.52&0.846\\
LC\_Boost:35\_Oversample:0.05&4505&4&2350&-2346&56.67&39.65&0.34&0.824\\
LC\_Boost:35\_Oversample:0.10&5540&54&1265&-1211&53.66&36.36&0.39&0.826\\
LC\_Boost:35\_Oversample:0.15&6079&106&674&-568&53.26&33.34&0.44&0.825\\
LC\_Boost:35\_Oversample:0.20&6548&218&93&125&53.64&31.56&0.46&0.829\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-All-Datasets (pg 4 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-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:35\_Oversample:0.25&6446&362&51&311&53.56&28.59&0.51&0.835\\
LC\_Boost:35\_Oversample:0.30&6462&397&0&397&53.47&28.02&0.52&0.842\\
LC\_Boost:35\_Oversample:0.35&6430&429&0&429&53.94&27.74&0.53&0.846\\
LC\_Boost:35\_Oversample:0.40&6417&442&0&442&54.25&27.76&0.52&0.848\\
LC\_Boost:35\_Oversample:0.45&6406&453&0&453&54.67&28.00&0.52&0.847\\
LC\_Boost:40\_Oversample:0.05&4315&2&2542&-2540&57.08&40.70&0.33&0.820\\
LC\_Boost:40\_Oversample:0.10&5413&53&1393&-1340&53.79&36.53&0.38&0.825\\
LC\_Boost:40\_Oversample:0.15&6057&101&701&-600&53.29&33.65&0.43&0.825\\
LC\_Boost:40\_Oversample:0.20&6561&208&90&118&53.68&31.68&0.46&0.828\\
LC\_Boost:40\_Oversample:0.25&6444&361&54&307&53.58&28.68&0.51&0.837\\
LC\_Boost:40\_Oversample:0.30&6464&395&0&395&53.46&27.98&0.52&0.842\\
LC\_Boost:40\_Oversample:0.35&6429&430&0&430&53.93&27.73&0.53&0.845\\
LC\_Boost:40\_Oversample:0.40&6419&440&0&440&54.24&27.78&0.52&0.848\\
LC\_Boost:40\_Oversample:0.45&6407&452&0&452&54.66&28.01&0.52&0.846\\
LC\_Boost:45\_Oversample:0.05&4170&0&2689&-2689&57.44&41.50&0.33&0.819\\
LC\_Boost:45\_Oversample:0.10&5363&52&1444&-1392&53.90&36.80&0.37&0.824\\
LC\_Boost:45\_Oversample:0.15&6017&100&742&-642&53.32&33.89&0.43&0.824\\
LC\_Boost:45\_Oversample:0.20&6568&200&91&109&53.71&31.78&0.46&0.828\\
LC\_Boost:45\_Oversample:0.25&6442&359&58&301&53.60&28.76&0.51&0.835\\
LC\_Boost:45\_Oversample:0.30&6466&393&0&393&53.46&27.96&0.52&0.842\\
LC\_Boost:45\_Oversample:0.35&6429&430&0&430&53.92&27.73&0.53&0.845\\
LC\_Boost:45\_Oversample:0.40&6422&437&0&437&54.23&27.79&0.52&0.848\\
LC\_Boost:45\_Oversample:0.45&6409&450&0&450&54.66&28.02&0.52&0.846\\
LC\_Boost:50\_Oversample:0.05&4065&0&2794&-2794&57.75&42.19&0.32&0.818\\
LC\_Boost:50\_Oversample:0.10&5303&50&1506&-1456&53.98&37.06&0.37&0.824\\
LC\_Boost:50\_Oversample:0.15&5983&98&778&-680&53.35&34.10&0.43&0.823\\
LC\_Boost:50\_Oversample:0.20&6572&196&91&105&53.74&31.90&0.46&0.828\\
LC\_Boost:50\_Oversample:0.25&6442&356&61&295&53.62&28.83&0.51&0.833\\
LC\_Boost:50\_Oversample:0.30&6469&390&0&390&53.46&27.95&0.52&0.842\\
LC\_Boost:50\_Oversample:0.35&6429&430&0&430&53.91&27.72&0.53&0.845\\
LC\_Boost:50\_Oversample:0.40&6425&434&0&434&54.22&27.80&0.52&0.848\\
LC\_Boost:50\_Oversample:0.45&6410&449&0&449&54.66&28.03&0.51&0.846\\
LC\_Boost:55\_Oversample:0.05&3941&0&2918&-2918&58.03&42.72&0.32&0.814\\
LC\_Boost:55\_Oversample:0.10&5260&49&1550&-1501&54.05&37.23&0.37&0.824\\
LC\_Boost:55\_Oversample:0.15&5935&97&827&-730&53.38&34.29&0.43&0.823\\
LC\_Boost:55\_Oversample:0.20&6573&193&93&100&53.76&32.00&0.46&0.827\\
LC\_Boost:55\_Oversample:0.25&6445&353&61&292&53.63&28.90&0.51&0.834\\
LC\_Boost:55\_Oversample:0.30&6471&388&0&388&53.46&27.94&0.52&0.842\\
LC\_Boost:55\_Oversample:0.35&6432&427&0&427&53.90&27.72&0.53&0.843\\
LC\_Boost:55\_Oversample:0.40&6424&435&0&435&54.21&27.81&0.52&0.848\\
LC\_Boost:55\_Oversample:0.45&6411&448&0&448&54.65&28.03&0.51&0.844\\
LC\_Boost:5\_Oversample:0.05&6428&343&88&255&54.67&29.51&0.51&0.841\\
LC\_Boost:5\_Oversample:0.10&6472&312&75&237&52.47&29.31&0.50&0.842\\
LC\_Boost:5\_Oversample:0.15&6455&338&66&272&53.20&29.13&0.51&0.838\\
LC\_Boost:5\_Oversample:0.20&6470&389&0&389&53.42&28.57&0.52&0.839\\
LC\_Boost:5\_Oversample:0.25&6424&435&0&435&53.41&27.86&0.52&0.842\\
LC\_Boost:5\_Oversample:0.30&6424&435&0&435&53.83&27.56&0.53&0.845\\
LC\_Boost:5\_Oversample:0.35&6404&455&0&455&54.41&27.68&0.53&0.848\\
LC\_Boost:5\_Oversample:0.40&6399&460&0&460&54.64&27.50&0.52&0.847\\
LC\_Boost:5\_Oversample:0.45&6377&482&0&482&54.88&27.42&0.52&0.846\\
LC\_Boost:60\_Oversample:0.05&3863&0&2996&-2996&58.28&43.11&0.31&0.815\\
LC\_Boost:60\_Oversample:0.10&5219&46&1594&-1548&54.11&37.44&0.36&0.823\\
LC\_Boost:60\_Oversample:0.15&5929&95&835&-740&53.40&34.40&0.43&0.823\\
LC\_Boost:60\_Oversample:0.20&6570&189&100&89&53.77&32.09&0.46&0.827\\
LC\_Boost:60\_Oversample:0.25&6447&351&61&290&53.65&28.95&0.51&0.834\\
LC\_Boost:60\_Oversample:0.30&6470&389&0&389&53.46&27.94&0.52&0.841\\
LC\_Boost:60\_Oversample:0.35&6432&427&0&427&53.89&27.72&0.53&0.845\\
LC\_Boost:60\_Oversample:0.40&6428&431&0&431&54.20&27.82&0.52&0.848\\
LC\_Boost:60\_Oversample:0.45&6412&447&0&447&54.65&28.03&0.51&0.846\\
LC\_Boost:65\_Oversample:0.05&3772&0&3087&-3087&58.49&43.50&0.32&0.814\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-All-Datasets (pg 5 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-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:65\_Oversample:0.10&5208&47&1604&-1557&54.16&37.63&0.36&0.823\\
LC\_Boost:65\_Oversample:0.15&5917&93&849&-756&53.42&34.47&0.43&0.822\\
LC\_Boost:65\_Oversample:0.20&6573&186&100&86&53.79&32.18&0.46&0.827\\
LC\_Boost:65\_Oversample:0.25&6450&349&60&289&53.66&29.00&0.51&0.835\\
LC\_Boost:65\_Oversample:0.30&6473&386&0&386&53.46&27.94&0.52&0.841\\
LC\_Boost:65\_Oversample:0.35&6433&426&0&426&53.89&27.72&0.53&0.846\\
LC\_Boost:65\_Oversample:0.40&6429&430&0&430&54.20&27.83&0.51&0.848\\
LC\_Boost:65\_Oversample:0.45&6411&448&0&448&54.65&28.04&0.51&0.844\\
LC\_Boost:70\_Oversample:0.05&3711&0&3148&-3148&58.68&43.81&0.31&0.808\\
LC\_Boost:70\_Oversample:0.10&5202&44&1613&-1569&54.21&37.77&0.36&0.823\\
LC\_Boost:70\_Oversample:0.15&5901&92&866&-774&53.43&34.51&0.43&0.820\\
LC\_Boost:70\_Oversample:0.20&6563&184&112&72&53.81&32.24&0.46&0.826\\
LC\_Boost:70\_Oversample:0.25&6450&346&63&283&53.67&29.04&0.51&0.834\\
LC\_Boost:70\_Oversample:0.30&6473&386&0&386&53.46&27.95&0.52&0.841\\
LC\_Boost:70\_Oversample:0.35&6435&424&0&424&53.88&27.73&0.52&0.845\\
LC\_Boost:70\_Oversample:0.40&6430&429&0&429&54.19&27.84&0.51&0.848\\
LC\_Boost:70\_Oversample:0.45&6413&446&0&446&54.64&28.04&0.51&0.846\\
LC\_Boost:75\_Oversample:0.05&3639&0&3220&-3220&58.86&43.99&0.31&0.811\\
LC\_Boost:75\_Oversample:0.10&5185&43&1631&-1588&54.25&37.87&0.36&0.823\\
LC\_Boost:75\_Oversample:0.15&5900&91&868&-777&53.45&34.56&0.43&0.822\\
LC\_Boost:75\_Oversample:0.20&6563&183&113&70&53.82&32.31&0.46&0.827\\
LC\_Boost:75\_Oversample:0.25&6440&344&75&269&53.68&29.07&0.51&0.835\\
LC\_Boost:75\_Oversample:0.30&6478&381&0&381&53.46&27.95&0.52&0.842\\
LC\_Boost:75\_Oversample:0.35&6437&422&0&422&53.88&27.73&0.52&0.846\\
LC\_Boost:75\_Oversample:0.40&6431&428&0&428&54.19&27.85&0.51&0.848\\
LC\_Boost:75\_Oversample:0.45&6413&446&0&446&54.64&28.04&0.51&0.847\\
LC\_Boost:80\_Oversample:0.05&3580&0&3279&-3279&59.02&44.10&0.31&0.805\\
LC\_Boost:80\_Oversample:0.10&5157&41&1661&-1620&54.28&37.97&0.36&0.823\\
LC\_Boost:80\_Oversample:0.15&5895&90&874&-784&53.46&34.62&0.43&0.820\\
LC\_Boost:80\_Oversample:0.20&6557&180&122&58&53.83&32.36&0.46&0.826\\
LC\_Boost:80\_Oversample:0.25&6440&343&76&267&53.69&29.11&0.51&0.834\\
LC\_Boost:80\_Oversample:0.30&6477&382&0&382&53.46&27.95&0.52&0.841\\
LC\_Boost:80\_Oversample:0.35&6436&423&0&423&53.87&27.73&0.52&0.845\\
LC\_Boost:80\_Oversample:0.40&6432&427&0&427&54.18&27.85&0.51&0.848\\
LC\_Boost:80\_Oversample:0.45&6413&446&0&446&54.64&28.04&0.51&0.847\\
LC\_Boost:85\_Oversample:0.05&3517&0&3342&-3342&59.18&44.28&0.30&0.806\\
LC\_Boost:85\_Oversample:0.10&5142&41&1676&-1635&54.32&38.08&0.36&0.823\\
LC\_Boost:85\_Oversample:0.15&5893&90&876&-786&53.47&34.70&0.43&0.819\\
LC\_Boost:85\_Oversample:0.20&6558&180&121&59&53.84&32.41&0.46&0.826\\
LC\_Boost:85\_Oversample:0.25&6440&343&76&267&53.70&29.13&0.51&0.832\\
LC\_Boost:85\_Oversample:0.30&6478&381&0&381&53.46&27.96&0.52&0.841\\
LC\_Boost:85\_Oversample:0.35&6436&423&0&423&53.87&27.73&0.52&0.845\\
LC\_Boost:85\_Oversample:0.40&6433&426&0&426&54.18&27.86&0.51&0.848\\
LC\_Boost:85\_Oversample:0.45&6413&446&0&446&54.64&28.04&0.51&0.845\\
LC\_Boost:90\_Oversample:0.05&3485&0&3374&-3374&59.32&44.39&0.30&0.803\\
LC\_Boost:90\_Oversample:0.10&5137&35&1687&-1652&54.35&38.19&0.36&0.823\\
LC\_Boost:90\_Oversample:0.15&5888&91&880&-789&53.48&34.76&0.43&0.821\\
LC\_Boost:90\_Oversample:0.20&6552&178&129&49&53.85&32.46&0.45&0.825\\
LC\_Boost:90\_Oversample:0.25&6441&342&76&266&53.70&29.16&0.51&0.833\\
LC\_Boost:90\_Oversample:0.30&6478&381&0&381&53.46&27.96&0.52&0.840\\
LC\_Boost:90\_Oversample:0.35&6436&423&0&423&53.87&27.73&0.52&0.845\\
LC\_Boost:90\_Oversample:0.40&6434&425&0&425&54.18&27.86&0.51&0.847\\
LC\_Boost:90\_Oversample:0.45&6413&446&0&446&54.64&28.05&0.51&0.847\\
LC\_Boost:95\_Oversample:0.05&3470&0&3389&-3389&59.44&44.65&0.29&0.804\\
LC\_Boost:95\_Oversample:0.10&5132&34&1693&-1659&54.38&38.28&0.36&0.824\\
LC\_Boost:95\_Oversample:0.15&5883&90&886&-796&53.49&34.80&0.42&0.819\\
LC\_Boost:95\_Oversample:0.20&6554&177&128&49&53.86&32.46&0.45&0.823\\
LC\_Boost:95\_Oversample:0.25&6440&342&77&265&53.71&29.19&0.51&0.832\\
LC\_Boost:95\_Oversample:0.30&6478&381&0&381&53.46&27.96&0.52&0.839\\
LC\_Boost:95\_Oversample:0.35&6436&423&0&423&53.86&27.73&0.53&0.844\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-All-Datasets (pg 6 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-All-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&6434&425&0&425&54.17&27.86&0.51&0.846\\
LC\_Boost:95\_Oversample:0.45&6413&446&0&446&54.64&28.05&0.51&0.845\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-All-Datasets (pg 7 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-All-Datasets-7}
\end{table}