\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&3830&502&0&502&60.53&24.62&0.55&0.787\\
Cocomin\_Boost:100\_Oversample:0.05&2551&21&1760&-1739&61.41&43.38&0.34&0.750\\
Cocomin\_Boost:100\_Oversample:0.10&3793&134&405&-271&58.90&35.26&0.42&0.745\\
Cocomin\_Boost:100\_Oversample:0.15&4126&206&0&206&57.81&30.92&0.48&0.751\\
Cocomin\_Boost:100\_Oversample:0.20&4058&274&0&274&56.97&28.46&0.52&0.776\\
Cocomin\_Boost:100\_Oversample:0.25&3943&389&0&389&58.44&26.40&0.54&0.782\\
Cocomin\_Boost:100\_Oversample:0.30&3845&487&0&487&58.42&25.62&0.55&0.798\\
Cocomin\_Boost:100\_Oversample:0.35&3763&569&0&569&58.56&25.32&0.55&0.803\\
Cocomin\_Boost:100\_Oversample:0.40&3781&551&0&551&59.16&24.84&0.55&0.802\\
Cocomin\_Boost:100\_Oversample:0.45&3808&524&0&524&59.36&25.02&0.54&0.804\\
Cocomin\_Boost:10\_Oversample:0.05&4069&263&0&263&58.48&30.45&0.50&0.787\\
Cocomin\_Boost:10\_Oversample:0.10&4114&218&0&218&58.19&31.74&0.47&0.776\\
Cocomin\_Boost:10\_Oversample:0.15&4070&262&0&262&58.00&28.75&0.49&0.767\\
Cocomin\_Boost:10\_Oversample:0.20&3965&367&0&367&58.29&26.29&0.53&0.776\\
Cocomin\_Boost:10\_Oversample:0.25&3855&477&0&477&58.59&26.25&0.55&0.786\\
Cocomin\_Boost:10\_Oversample:0.30&3820&512&0&512&59.46&25.92&0.54&0.788\\
Cocomin\_Boost:10\_Oversample:0.35&3794&538&0&538&59.36&25.93&0.54&0.797\\
Cocomin\_Boost:10\_Oversample:0.40&3780&552&0&552&59.52&25.02&0.53&0.802\\
Cocomin\_Boost:10\_Oversample:0.45&3792&540&0&540&59.93&25.02&0.53&0.799\\
Cocomin\_Boost:15\_Oversample:0.05&4159&173&0&173&58.53&33.11&0.46&0.784\\
Cocomin\_Boost:15\_Oversample:0.10&4044&179&109&70&58.42&31.91&0.46&0.774\\
Cocomin\_Boost:15\_Oversample:0.15&4084&248&0&248&57.76&29.39&0.50&0.763\\
Cocomin\_Boost:15\_Oversample:0.20&3993&339&0&339&57.88&26.46&0.53&0.777\\
Cocomin\_Boost:15\_Oversample:0.25&3893&439&0&439&58.56&26.28&0.54&0.783\\
Cocomin\_Boost:15\_Oversample:0.30&3827&505&0&505&59.31&25.79&0.54&0.790\\
Cocomin\_Boost:15\_Oversample:0.35&3795&537&0&537&59.08&25.75&0.54&0.798\\
Cocomin\_Boost:15\_Oversample:0.40&3786&546&0&546&59.56&24.98&0.53&0.802\\
Cocomin\_Boost:15\_Oversample:0.45&3800&532&0&532&59.97&24.94&0.54&0.799\\
Cocomin\_Boost:20\_Oversample:0.05&4168&100&64&36&58.73&34.50&0.42&0.782\\
Cocomin\_Boost:20\_Oversample:0.10&3985&157&190&-33&58.58&32.78&0.45&0.773\\
Cocomin\_Boost:20\_Oversample:0.15&4099&233&0&233&57.68&29.93&0.51&0.760\\
Cocomin\_Boost:20\_Oversample:0.20&4017&315&0&315&57.76&26.76&0.53&0.777\\
Cocomin\_Boost:20\_Oversample:0.25&3899&433&0&433&58.56&26.27&0.53&0.782\\
Cocomin\_Boost:20\_Oversample:0.30&3826&506&0&506&59.12&25.73&0.55&0.792\\
Cocomin\_Boost:20\_Oversample:0.35&3793&539&0&539&58.91&25.61&0.54&0.801\\
Cocomin\_Boost:20\_Oversample:0.40&3798&534&0&534&59.47&24.96&0.53&0.803\\
Cocomin\_Boost:20\_Oversample:0.45&3804&528&0&528&59.85&24.93&0.54&0.802\\
Cocomin\_Boost:25\_Oversample:0.05&3838&70&424&-354&59.10&36.25&0.41&0.781\\
Cocomin\_Boost:25\_Oversample:0.10&3957&147&228&-81&58.63&33.09&0.45&0.770\\
Cocomin\_Boost:25\_Oversample:0.15&4115&217&0&217&57.59&30.33&0.50&0.759\\
Cocomin\_Boost:25\_Oversample:0.20&4023&309&0&309&57.65&27.00&0.53&0.776\\
Cocomin\_Boost:25\_Oversample:0.25&3928&404&0&404&58.57&26.20&0.53&0.781\\
Cocomin\_Boost:25\_Oversample:0.30&3833&499&0&499&58.98&25.89&0.54&0.793\\
Cocomin\_Boost:25\_Oversample:0.35&3777&555&0&555&58.83&25.72&0.54&0.801\\
Cocomin\_Boost:25\_Oversample:0.40&3794&538&0&538&59.42&24.96&0.53&0.803\\
Cocomin\_Boost:25\_Oversample:0.45&3804&528&0&528&59.78&25.06&0.54&0.803\\
Cocomin\_Boost:30\_Oversample:0.05&3630&55&647&-592&59.49&37.08&0.39&0.779\\
Cocomin\_Boost:30\_Oversample:0.10&3919&143&270&-127&58.61&33.26&0.45&0.768\\
Cocomin\_Boost:30\_Oversample:0.15&4121&211&0&211&57.52&30.46&0.50&0.756\\
Cocomin\_Boost:30\_Oversample:0.20&4039&293&0&293&57.58&27.12&0.52&0.776\\
Cocomin\_Boost:30\_Oversample:0.25&3924&408&0&408&58.55&26.04&0.53&0.781\\
Cocomin\_Boost:30\_Oversample:0.30&3837&495&0&495&58.84&25.82&0.54&0.794\\
Cocomin\_Boost:30\_Oversample:0.35&3782&550&0&550&58.82&25.79&0.54&0.802\\
Cocomin\_Boost:30\_Oversample:0.40&3794&538&0&538&59.37&24.97&0.53&0.803\\
Cocomin\_Boost:30\_Oversample:0.45&3802&530&0&530&59.74&25.24&0.54&0.803\\
Cocomin\_Boost:35\_Oversample:0.05&3291&42&999&-957&59.85&37.83&0.39&0.776\\
Cocomin\_Boost:35\_Oversample:0.10&3854&141&337&-196&58.61&33.39&0.45&0.765\\
Cocomin\_Boost:35\_Oversample:0.15&4119&213&0&213&57.59&30.59&0.48&0.756\\
Cocomin\_Boost:35\_Oversample:0.20&4046&286&0&286&57.49&27.43&0.52&0.775\\
Cocomin\_Boost:35\_Oversample:0.25&3924&408&0&408&58.51&25.99&0.53&0.781\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Nasa93-Datasets (pg 1 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Nasa93-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&3846&486&0&486&58.78&25.75&0.54&0.794\\
Cocomin\_Boost:35\_Oversample:0.35&3770&562&0&562&58.78&25.70&0.55&0.803\\
Cocomin\_Boost:35\_Oversample:0.40&3792&540&0&540&59.34&24.96&0.54&0.803\\
Cocomin\_Boost:35\_Oversample:0.45&3802&530&0&530&59.67&25.32&0.54&0.803\\
Cocomin\_Boost:40\_Oversample:0.05&3026&34&1272&-1238&60.17&38.85&0.38&0.765\\
Cocomin\_Boost:40\_Oversample:0.10&3841&141&350&-209&58.64&33.89&0.45&0.763\\
Cocomin\_Boost:40\_Oversample:0.15&4118&214&0&214&57.65&30.76&0.49&0.753\\
Cocomin\_Boost:40\_Oversample:0.20&4044&288&0&288&57.40&27.60&0.52&0.775\\
Cocomin\_Boost:40\_Oversample:0.25&3922&410&0&410&58.52&26.05&0.53&0.781\\
Cocomin\_Boost:40\_Oversample:0.30&3846&486&0&486&58.72&25.80&0.54&0.795\\
Cocomin\_Boost:40\_Oversample:0.35&3760&572&0&572&58.74&25.63&0.55&0.802\\
Cocomin\_Boost:40\_Oversample:0.40&3794&538&0&538&59.33&24.91&0.54&0.803\\
Cocomin\_Boost:40\_Oversample:0.45&3802&530&0&530&59.64&25.29&0.54&0.803\\
Cocomin\_Boost:45\_Oversample:0.05&2912&31&1389&-1358&60.46&39.65&0.38&0.769\\
Cocomin\_Boost:45\_Oversample:0.10&3814&140&378&-238&58.69&34.19&0.45&0.761\\
Cocomin\_Boost:45\_Oversample:0.15&4117&215&0&215&57.68&30.84&0.49&0.754\\
Cocomin\_Boost:45\_Oversample:0.20&4047&285&0&285&57.34&27.72&0.52&0.775\\
Cocomin\_Boost:45\_Oversample:0.25&3930&402&0&402&58.51&26.13&0.53&0.782\\
Cocomin\_Boost:45\_Oversample:0.30&3845&487&0&487&58.67&25.91&0.54&0.796\\
Cocomin\_Boost:45\_Oversample:0.35&3759&573&0&573&58.72&25.68&0.55&0.804\\
Cocomin\_Boost:45\_Oversample:0.40&3790&542&0&542&59.31&24.87&0.54&0.803\\
Cocomin\_Boost:45\_Oversample:0.45&3802&530&0&530&59.62&25.25&0.54&0.804\\
Cocomin\_Boost:50\_Oversample:0.05&2876&30&1426&-1396&60.68&40.34&0.36&0.759\\
Cocomin\_Boost:50\_Oversample:0.10&3800&140&392&-252&58.71&34.40&0.44&0.759\\
Cocomin\_Boost:50\_Oversample:0.15&4122&210&0&210&57.71&31.01&0.49&0.752\\
Cocomin\_Boost:50\_Oversample:0.20&4048&284&0&284&57.28&27.76&0.52&0.775\\
Cocomin\_Boost:50\_Oversample:0.25&3935&397&0&397&58.51&26.18&0.53&0.781\\
Cocomin\_Boost:50\_Oversample:0.30&3847&485&0&485&58.63&26.06&0.54&0.796\\
Cocomin\_Boost:50\_Oversample:0.35&3758&574&0&574&58.69&25.68&0.55&0.801\\
Cocomin\_Boost:50\_Oversample:0.40&3790&542&0&542&59.28&24.85&0.54&0.803\\
Cocomin\_Boost:50\_Oversample:0.45&3802&530&0&530&59.58&25.20&0.54&0.803\\
Cocomin\_Boost:55\_Oversample:0.05&2851&27&1454&-1427&60.85&40.62&0.35&0.764\\
Cocomin\_Boost:55\_Oversample:0.10&3799&141&392&-251&58.74&34.58&0.44&0.757\\
Cocomin\_Boost:55\_Oversample:0.15&4123&209&0&209&57.73&31.10&0.49&0.753\\
Cocomin\_Boost:55\_Oversample:0.20&4046&286&0&286&57.22&27.78&0.52&0.775\\
Cocomin\_Boost:55\_Oversample:0.25&3938&394&0&394&58.52&26.19&0.53&0.780\\
Cocomin\_Boost:55\_Oversample:0.30&3841&491&0&491&58.61&26.08&0.54&0.796\\
Cocomin\_Boost:55\_Oversample:0.35&3757&575&0&575&58.67&25.71&0.56&0.802\\
Cocomin\_Boost:55\_Oversample:0.40&3789&543&0&543&59.27&24.92&0.54&0.803\\
Cocomin\_Boost:55\_Oversample:0.45&3805&527&0&527&59.54&25.14&0.54&0.803\\
Cocomin\_Boost:5\_Oversample:0.05&3874&458&0&458&59.27&27.66&0.55&0.791\\
Cocomin\_Boost:5\_Oversample:0.10&4045&287&0&287&58.21&29.45&0.50&0.778\\
Cocomin\_Boost:5\_Oversample:0.15&3976&356&0&356&58.44&27.46&0.53&0.781\\
Cocomin\_Boost:5\_Oversample:0.20&3854&478&0&478&58.81&26.64&0.54&0.778\\
Cocomin\_Boost:5\_Oversample:0.25&3840&492&0&492&59.28&25.79&0.54&0.790\\
Cocomin\_Boost:5\_Oversample:0.30&3821&511&0&511&59.79&25.73&0.54&0.787\\
Cocomin\_Boost:5\_Oversample:0.35&3798&534&0&534&59.53&25.32&0.54&0.792\\
Cocomin\_Boost:5\_Oversample:0.40&3782&550&0&550&59.59&24.82&0.53&0.798\\
Cocomin\_Boost:5\_Oversample:0.45&3789&543&0&543&59.89&24.98&0.52&0.796\\
Cocomin\_Boost:60\_Oversample:0.05&2827&26&1479&-1453&60.96&41.10&0.34&0.754\\
Cocomin\_Boost:60\_Oversample:0.10&3782&139&411&-272&58.77&34.77&0.44&0.756\\
Cocomin\_Boost:60\_Oversample:0.15&4122&210&0&210&57.72&31.23&0.49&0.753\\
Cocomin\_Boost:60\_Oversample:0.20&4049&283&0&283&57.15&27.79&0.52&0.775\\
Cocomin\_Boost:60\_Oversample:0.25&3943&389&0&389&58.51&26.20&0.53&0.780\\
Cocomin\_Boost:60\_Oversample:0.30&3846&486&0&486&58.58&26.12&0.54&0.796\\
Cocomin\_Boost:60\_Oversample:0.35&3756&576&0&576&58.66&25.67&0.56&0.801\\
Cocomin\_Boost:60\_Oversample:0.40&3789&543&0&543&59.24&24.92&0.54&0.803\\
Cocomin\_Boost:60\_Oversample:0.45&3805&527&0&527&59.52&25.11&0.54&0.803\\
Cocomin\_Boost:65\_Oversample:0.05&2799&25&1508&-1483&61.05&41.45&0.34&0.767\\
Cocomin\_Boost:65\_Oversample:0.10&3779&138&415&-277&58.79&34.88&0.43&0.754\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Nasa93-Datasets (pg 2 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Nasa93-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&4121&211&0&211&57.73&31.36&0.49&0.753\\
Cocomin\_Boost:65\_Oversample:0.20&4049&283&0&283&57.10&27.94&0.52&0.776\\
Cocomin\_Boost:65\_Oversample:0.25&3945&387&0&387&58.50&26.20&0.54&0.781\\
Cocomin\_Boost:65\_Oversample:0.30&3852&480&0&480&58.56&26.11&0.54&0.796\\
Cocomin\_Boost:65\_Oversample:0.35&3753&579&0&579&58.64&25.58&0.56&0.804\\
Cocomin\_Boost:65\_Oversample:0.40&3789&543&0&543&59.23&24.93&0.55&0.803\\
Cocomin\_Boost:65\_Oversample:0.45&3806&526&0&526&59.49&25.11&0.54&0.804\\
Cocomin\_Boost:70\_Oversample:0.05&2772&22&1538&-1516&61.12&41.95&0.35&0.749\\
Cocomin\_Boost:70\_Oversample:0.10&3779&138&415&-277&58.81&34.94&0.42&0.752\\
Cocomin\_Boost:70\_Oversample:0.15&4123&209&0&209&57.74&31.22&0.49&0.753\\
Cocomin\_Boost:70\_Oversample:0.20&4051&281&0&281&57.06&27.94&0.52&0.776\\
Cocomin\_Boost:70\_Oversample:0.25&3947&385&0&385&58.50&26.26&0.54&0.780\\
Cocomin\_Boost:70\_Oversample:0.30&3854&478&0&478&58.53&26.09&0.54&0.796\\
Cocomin\_Boost:70\_Oversample:0.35&3753&579&0&579&58.61&25.53&0.55&0.801\\
Cocomin\_Boost:70\_Oversample:0.40&3787&545&0&545&59.22&24.93&0.55&0.803\\
Cocomin\_Boost:70\_Oversample:0.45&3806&526&0&526&59.47&25.08&0.54&0.803\\
Cocomin\_Boost:75\_Oversample:0.05&2744&22&1566&-1544&61.18&42.32&0.34&0.761\\
Cocomin\_Boost:75\_Oversample:0.10&3780&136&416&-280&58.83&34.93&0.42&0.751\\
Cocomin\_Boost:75\_Oversample:0.15&4122&210&0&210&57.75&31.11&0.49&0.753\\
Cocomin\_Boost:75\_Oversample:0.20&4052&280&0&280&57.05&28.02&0.52&0.776\\
Cocomin\_Boost:75\_Oversample:0.25&3948&384&0&384&58.49&26.28&0.53&0.782\\
Cocomin\_Boost:75\_Oversample:0.30&3855&477&0&477&58.52&26.08&0.54&0.796\\
Cocomin\_Boost:75\_Oversample:0.35&3756&576&0&576&58.60&25.51&0.55&0.804\\
Cocomin\_Boost:75\_Oversample:0.40&3786&546&0&546&59.20&24.92&0.55&0.803\\
Cocomin\_Boost:75\_Oversample:0.45&3808&524&0&524&59.45&25.06&0.54&0.804\\
Cocomin\_Boost:80\_Oversample:0.05&2702&21&1609&-1588&61.23&42.61&0.34&0.744\\
Cocomin\_Boost:80\_Oversample:0.10&3787&135&410&-275&58.84&35.02&0.42&0.750\\
Cocomin\_Boost:80\_Oversample:0.15&4122&210&0&210&57.77&31.04&0.49&0.751\\
Cocomin\_Boost:80\_Oversample:0.20&4053&279&0&279&57.01&28.12&0.52&0.776\\
Cocomin\_Boost:80\_Oversample:0.25&3947&385&0&385&58.48&26.28&0.53&0.780\\
Cocomin\_Boost:80\_Oversample:0.30&3854&478&0&478&58.49&26.02&0.54&0.797\\
Cocomin\_Boost:80\_Oversample:0.35&3756&576&0&576&58.59&25.46&0.55&0.800\\
Cocomin\_Boost:80\_Oversample:0.40&3785&547&0&547&59.19&24.94&0.55&0.803\\
Cocomin\_Boost:80\_Oversample:0.45&3809&523&0&523&59.42&25.03&0.54&0.804\\
Cocomin\_Boost:85\_Oversample:0.05&2671&21&1640&-1619&61.28&42.87&0.35&0.757\\
Cocomin\_Boost:85\_Oversample:0.10&3791&135&406&-271&58.85&35.10&0.42&0.749\\
Cocomin\_Boost:85\_Oversample:0.15&4123&209&0&209&57.78&31.00&0.48&0.753\\
Cocomin\_Boost:85\_Oversample:0.20&4053&279&0&279&56.99&28.25&0.52&0.776\\
Cocomin\_Boost:85\_Oversample:0.25&3948&384&0&384&58.48&26.30&0.53&0.782\\
Cocomin\_Boost:85\_Oversample:0.30&3852&480&0&480&58.47&25.87&0.54&0.797\\
Cocomin\_Boost:85\_Oversample:0.35&3757&575&0&575&58.59&25.38&0.55&0.804\\
Cocomin\_Boost:85\_Oversample:0.40&3784&548&0&548&59.18&24.94&0.55&0.803\\
Cocomin\_Boost:85\_Oversample:0.45&3805&527&0&527&59.40&25.03&0.54&0.805\\
Cocomin\_Boost:90\_Oversample:0.05&2635&21&1676&-1655&61.33&43.07&0.34&0.751\\
Cocomin\_Boost:90\_Oversample:0.10&3788&137&407&-270&58.88&35.18&0.42&0.743\\
Cocomin\_Boost:90\_Oversample:0.15&4124&208&0&208&57.79&30.94&0.48&0.751\\
Cocomin\_Boost:90\_Oversample:0.20&4056&276&0&276&56.98&28.36&0.52&0.776\\
Cocomin\_Boost:90\_Oversample:0.25&3947&385&0&385&58.46&26.32&0.54&0.782\\
Cocomin\_Boost:90\_Oversample:0.30&3849&483&0&483&58.46&25.75&0.55&0.797\\
Cocomin\_Boost:90\_Oversample:0.35&3758&574&0&574&58.58&25.36&0.55&0.800\\
Cocomin\_Boost:90\_Oversample:0.40&3782&550&0&550&59.17&24.94&0.55&0.802\\
Cocomin\_Boost:90\_Oversample:0.45&3808&524&0&524&59.39&25.03&0.54&0.804\\
Cocomin\_Boost:95\_Oversample:0.05&2573&21&1738&-1717&61.39&43.26&0.34&0.752\\
Cocomin\_Boost:95\_Oversample:0.10&3802&135&395&-260&58.89&35.22&0.42&0.742\\
Cocomin\_Boost:95\_Oversample:0.15&4125&207&0&207&57.80&30.97&0.49&0.753\\
Cocomin\_Boost:95\_Oversample:0.20&4057&275&0&275&56.97&28.43&0.52&0.778\\
Cocomin\_Boost:95\_Oversample:0.25&3944&388&0&388&58.45&26.36&0.54&0.782\\
Cocomin\_Boost:95\_Oversample:0.30&3846&486&0&486&58.44&25.68&0.55&0.798\\
Cocomin\_Boost:95\_Oversample:0.35&3761&571&0&571&58.56&25.34&0.55&0.804\\
Cocomin\_Boost:95\_Oversample:0.40&3787&545&0&545&59.16&24.89&0.55&0.803\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Nasa93-Datasets (pg 3 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Nasa93-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&3809&523&0&523&59.38&25.02&0.54&0.805\\
LC&3847&485&0&485&63.67&26.44&0.56&0.808\\
LC\_Boost:100\_Oversample:0.05&1131&0&3201&-3201&69.55&52.35&0.21&0.750\\
LC\_Boost:100\_Oversample:0.10&2818&32&1482&-1450&62.34&42.36&0.32&0.773\\
LC\_Boost:100\_Oversample:0.15&3350&90&892&-802&61.28&37.70&0.38&0.773\\
LC\_Boost:100\_Oversample:0.20&4026&176&130&46&61.89&34.14&0.43&0.780\\
LC\_Boost:100\_Oversample:0.25&3934&321&77&244&62.06&29.50&0.51&0.790\\
LC\_Boost:100\_Oversample:0.30&3955&377&0&377&61.31&27.58&0.53&0.801\\
LC\_Boost:100\_Oversample:0.35&3928&404&0&404&61.76&26.51&0.54&0.804\\
LC\_Boost:100\_Oversample:0.40&3913&419&0&419&61.87&26.51&0.54&0.810\\
LC\_Boost:100\_Oversample:0.45&3904&428&0&428&62.36&26.84&0.54&0.805\\
LC\_Boost:10\_Oversample:0.05&3785&164&383&-219&63.64&32.63&0.44&0.796\\
LC\_Boost:10\_Oversample:0.10&3993&163&176&-13&59.89&34.16&0.42&0.798\\
LC\_Boost:10\_Oversample:0.15&4007&205&120&85&61.04&33.12&0.45&0.795\\
LC\_Boost:10\_Oversample:0.20&3958&299&75&224&61.44&30.39&0.51&0.794\\
LC\_Boost:10\_Oversample:0.25&3932&369&31&338&61.40&27.90&0.53&0.801\\
LC\_Boost:10\_Oversample:0.30&3924&408&0&408&61.42&27.18&0.53&0.807\\
LC\_Boost:10\_Oversample:0.35&3913&419&0&419&62.02&26.27&0.55&0.809\\
LC\_Boost:10\_Oversample:0.40&3901&431&0&431&62.32&26.65&0.54&0.808\\
LC\_Boost:10\_Oversample:0.45&3888&444&0&444&62.70&26.67&0.54&0.808\\
LC\_Boost:15\_Oversample:0.05&3558&92&682&-590&64.30&36.68&0.39&0.790\\
LC\_Boost:15\_Oversample:0.10&3584&104&644&-540&60.23&36.45&0.40&0.793\\
LC\_Boost:15\_Oversample:0.15&3859&166&307&-141&61.06&34.29&0.43&0.790\\
LC\_Boost:15\_Oversample:0.20&3975&270&87&183&61.46&31.58&0.48&0.790\\
LC\_Boost:15\_Oversample:0.25&3931&358&43&315&61.51&28.33&0.52&0.799\\
LC\_Boost:15\_Oversample:0.30&3928&404&0&404&61.34&27.39&0.52&0.805\\
LC\_Boost:15\_Oversample:0.35&3918&414&0&414&61.92&26.23&0.55&0.805\\
LC\_Boost:15\_Oversample:0.40&3906&426&0&426&62.18&26.56&0.54&0.810\\
LC\_Boost:15\_Oversample:0.45&3893&439&0&439&62.60&26.77&0.54&0.807\\
LC\_Boost:20\_Oversample:0.05&3196&52&1084&-1032&64.70&39.77&0.34&0.787\\
LC\_Boost:20\_Oversample:0.10&3412&86&834&-748&60.65&37.89&0.38&0.786\\
LC\_Boost:20\_Oversample:0.15&3848&140&344&-204&61.16&34.83&0.41&0.786\\
LC\_Boost:20\_Oversample:0.20&3996&248&88&160&61.54&32.09&0.47&0.788\\
LC\_Boost:20\_Oversample:0.25&3933&353&46&307&61.61&28.53&0.52&0.797\\
LC\_Boost:20\_Oversample:0.30&3933&399&0&399&61.31&27.54&0.52&0.805\\
LC\_Boost:20\_Oversample:0.35&3920&412&0&412&61.87&26.24&0.55&0.809\\
LC\_Boost:20\_Oversample:0.40&3905&427&0&427&62.11&26.51&0.54&0.810\\
LC\_Boost:20\_Oversample:0.45&3894&438&0&438&62.54&26.85&0.54&0.808\\
LC\_Boost:25\_Oversample:0.05&2874&27&1431&-1404&65.12&41.77&0.32&0.783\\
LC\_Boost:25\_Oversample:0.10&3224&72&1036&-964&61.03&38.72&0.37&0.783\\
LC\_Boost:25\_Oversample:0.15&3730&116&486&-370&61.21&35.36&0.41&0.784\\
LC\_Boost:25\_Oversample:0.20&4012&232&88&144&61.59&32.49&0.46&0.787\\
LC\_Boost:25\_Oversample:0.25&3942&341&49&292&61.67&28.59&0.52&0.792\\
LC\_Boost:25\_Oversample:0.30&3935&397&0&397&61.30&27.56&0.53&0.804\\
LC\_Boost:25\_Oversample:0.35&3922&410&0&410&61.84&26.27&0.55&0.806\\
LC\_Boost:25\_Oversample:0.40&3905&427&0&427&62.06&26.48&0.54&0.810\\
LC\_Boost:25\_Oversample:0.45&3894&438&0&438&62.50&26.87&0.54&0.808\\
LC\_Boost:30\_Oversample:0.05&2344&13&1975&-1962&65.52&43.63&0.28&0.778\\
LC\_Boost:30\_Oversample:0.10&3125&59&1148&-1089&61.33&39.47&0.36&0.780\\
LC\_Boost:30\_Oversample:0.15&3581&112&639&-527&61.25&35.87&0.40&0.782\\
LC\_Boost:30\_Oversample:0.20&4016&222&94&128&61.64&32.69&0.45&0.785\\
LC\_Boost:30\_Oversample:0.25&3946&337&49&288&61.73&28.48&0.52&0.795\\
LC\_Boost:30\_Oversample:0.30&3942&390&0&390&61.30&27.52&0.53&0.804\\
LC\_Boost:30\_Oversample:0.35&3922&410&0&410&61.82&26.30&0.55&0.806\\
LC\_Boost:30\_Oversample:0.40&3905&427&0&427&62.02&26.45&0.54&0.810\\
LC\_Boost:30\_Oversample:0.45&3895&437&0&437&62.47&26.88&0.54&0.808\\
LC\_Boost:35\_Oversample:0.05&1978&4&2350&-2346&66.01&44.83&0.27&0.774\\
LC\_Boost:35\_Oversample:0.10&3058&54&1220&-1166&61.51&39.99&0.34&0.779\\
LC\_Boost:35\_Oversample:0.15&3552&106&674&-568&61.27&36.24&0.40&0.780\\
LC\_Boost:35\_Oversample:0.20&4025&214&93&121&61.69&32.83&0.45&0.784\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Nasa93-Datasets (pg 4 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Nasa93-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&3937&344&51&293&61.78&28.48&0.52&0.792\\
LC\_Boost:35\_Oversample:0.30&3944&388&0&388&61.30&27.48&0.53&0.803\\
LC\_Boost:35\_Oversample:0.35&3922&410&0&410&61.82&26.32&0.55&0.807\\
LC\_Boost:35\_Oversample:0.40&3908&424&0&424&61.99&26.45&0.54&0.810\\
LC\_Boost:35\_Oversample:0.45&3897&435&0&435&62.45&26.88&0.54&0.809\\
LC\_Boost:40\_Oversample:0.05&1788&2&2542&-2540&66.46&46.17&0.26&0.769\\
LC\_Boost:40\_Oversample:0.10&2989&53&1290&-1237&61.66&40.23&0.33&0.778\\
LC\_Boost:40\_Oversample:0.15&3530&101&701&-600&61.28&36.53&0.39&0.779\\
LC\_Boost:40\_Oversample:0.20&4035&207&90&117&61.72&33.02&0.45&0.784\\
LC\_Boost:40\_Oversample:0.25&3936&342&54&288&61.81&28.62&0.51&0.794\\
LC\_Boost:40\_Oversample:0.30&3945&387&0&387&61.30&27.46&0.53&0.803\\
LC\_Boost:40\_Oversample:0.35&3921&411&0&411&61.80&26.35&0.55&0.806\\
LC\_Boost:40\_Oversample:0.40&3908&424&0&424&61.97&26.46&0.54&0.810\\
LC\_Boost:40\_Oversample:0.45&3898&434&0&434&62.44&26.88&0.54&0.808\\
LC\_Boost:45\_Oversample:0.05&1643&0&2689&-2689&66.88&47.40&0.25&0.767\\
LC\_Boost:45\_Oversample:0.10&2962&52&1318&-1266&61.79&40.60&0.33&0.776\\
LC\_Boost:45\_Oversample:0.15&3490&100&742&-642&61.28&36.77&0.39&0.778\\
LC\_Boost:45\_Oversample:0.20&4041&200&91&109&61.75&33.15&0.45&0.783\\
LC\_Boost:45\_Oversample:0.25&3934&340&58&282&61.85&28.76&0.51&0.791\\
LC\_Boost:45\_Oversample:0.30&3946&386&0&386&61.30&27.47&0.53&0.803\\
LC\_Boost:45\_Oversample:0.35&3922&410&0&410&61.80&26.37&0.55&0.806\\
LC\_Boost:45\_Oversample:0.40&3911&421&0&421&61.95&26.47&0.54&0.810\\
LC\_Boost:45\_Oversample:0.45&3900&432&0&432&62.43&26.88&0.54&0.809\\
LC\_Boost:50\_Oversample:0.05&1541&0&2791&-2791&67.27&48.39&0.25&0.767\\
LC\_Boost:50\_Oversample:0.10&2928&50&1354&-1304&61.87&40.94&0.32&0.776\\
LC\_Boost:50\_Oversample:0.15&3456&98&778&-680&61.29&36.96&0.39&0.777\\
LC\_Boost:50\_Oversample:0.20&4045&196&91&105&61.78&33.33&0.44&0.783\\
LC\_Boost:50\_Oversample:0.25&3934&337&61&276&61.88&28.88&0.51&0.789\\
LC\_Boost:50\_Oversample:0.30&3948&384&0&384&61.30&27.48&0.53&0.802\\
LC\_Boost:50\_Oversample:0.35&3922&410&0&410&61.79&26.38&0.55&0.805\\
LC\_Boost:50\_Oversample:0.40&3912&420&0&420&61.94&26.48&0.54&0.810\\
LC\_Boost:50\_Oversample:0.45&3901&431&0&431&62.41&26.88&0.54&0.808\\
LC\_Boost:55\_Oversample:0.05&1449&0&2883&-2883&67.63&49.19&0.24&0.761\\
LC\_Boost:55\_Oversample:0.10&2891&49&1392&-1343&61.95&41.13&0.33&0.775\\
LC\_Boost:55\_Oversample:0.15&3408&97&827&-730&61.29&37.13&0.39&0.776\\
LC\_Boost:55\_Oversample:0.20&4046&193&93&100&61.80&33.49&0.45&0.782\\
LC\_Boost:55\_Oversample:0.25&3937&334&61&273&61.91&28.98&0.51&0.790\\
LC\_Boost:55\_Oversample:0.30&3950&382&0&382&61.30&27.49&0.53&0.802\\
LC\_Boost:55\_Oversample:0.35&3924&408&0&408&61.79&26.40&0.55&0.803\\
LC\_Boost:55\_Oversample:0.40&3910&422&0&422&61.92&26.48&0.54&0.810\\
LC\_Boost:55\_Oversample:0.45&3901&431&0&431&62.41&26.87&0.54&0.807\\
LC\_Boost:5\_Oversample:0.05&3920&324&88&236&63.19&29.41&0.50&0.801\\
LC\_Boost:5\_Oversample:0.10&3951&306&75&231&60.34&29.65&0.48&0.801\\
LC\_Boost:5\_Oversample:0.15&3934&332&66&266&61.37&29.42&0.50&0.798\\
LC\_Boost:5\_Oversample:0.20&3967&365&0&365&61.59&28.01&0.51&0.799\\
LC\_Boost:5\_Oversample:0.25&3928&404&0&404&61.36&27.24&0.53&0.803\\
LC\_Boost:5\_Oversample:0.30&3924&408&0&408&61.69&26.47&0.55&0.807\\
LC\_Boost:5\_Oversample:0.35&3901&431&0&431&62.29&26.39&0.55&0.810\\
LC\_Boost:5\_Oversample:0.40&3897&435&0&435&62.61&26.62&0.54&0.809\\
LC\_Boost:5\_Oversample:0.45&3874&458&0&458&62.96&26.53&0.55&0.807\\
LC\_Boost:60\_Oversample:0.05&1395&0&2937&-2937&67.93&49.64&0.24&0.762\\
LC\_Boost:60\_Oversample:0.10&2880&46&1406&-1360&62.02&41.35&0.32&0.775\\
LC\_Boost:60\_Oversample:0.15&3402&95&835&-740&61.29&37.19&0.39&0.776\\
LC\_Boost:60\_Oversample:0.20&4043&189&100&89&61.82&33.63&0.44&0.781\\
LC\_Boost:60\_Oversample:0.25&3939&332&61&271&61.93&29.06&0.51&0.790\\
LC\_Boost:60\_Oversample:0.30&3949&383&0&383&61.30&27.51&0.53&0.802\\
LC\_Boost:60\_Oversample:0.35&3924&408&0&408&61.78&26.42&0.55&0.805\\
LC\_Boost:60\_Oversample:0.40&3912&420&0&420&61.91&26.49&0.54&0.810\\
LC\_Boost:60\_Oversample:0.45&3902&430&0&430&62.40&26.86&0.54&0.808\\
LC\_Boost:65\_Oversample:0.05&1361&0&2971&-2971&68.20&50.14&0.24&0.760\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Nasa93-Datasets (pg 5 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Nasa93-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&2873&47&1412&-1365&62.08&41.55&0.32&0.774\\
LC\_Boost:65\_Oversample:0.15&3390&93&849&-756&61.29&37.23&0.39&0.775\\
LC\_Boost:65\_Oversample:0.20&4046&186&100&86&61.83&33.75&0.44&0.781\\
LC\_Boost:65\_Oversample:0.25&3942&330&60&270&61.95&29.14&0.51&0.791\\
LC\_Boost:65\_Oversample:0.30&3951&381&0&381&61.30&27.52&0.53&0.802\\
LC\_Boost:65\_Oversample:0.35&3925&407&0&407&61.78&26.44&0.55&0.807\\
LC\_Boost:65\_Oversample:0.40&3913&419&0&419&61.91&26.50&0.54&0.810\\
LC\_Boost:65\_Oversample:0.45&3902&430&0&430&62.39&26.86&0.54&0.807\\
LC\_Boost:70\_Oversample:0.05&1318&0&3014&-3014&68.43&50.61&0.23&0.752\\
LC\_Boost:70\_Oversample:0.10&2869&44&1419&-1375&62.12&41.70&0.32&0.774\\
LC\_Boost:70\_Oversample:0.15&3374&92&866&-774&61.29&37.30&0.39&0.774\\
LC\_Boost:70\_Oversample:0.20&4036&184&112&72&61.84&33.85&0.44&0.781\\
LC\_Boost:70\_Oversample:0.25&3941&328&63&265&61.97&29.21&0.51&0.790\\
LC\_Boost:70\_Oversample:0.30&3951&381&0&381&61.31&27.53&0.53&0.802\\
LC\_Boost:70\_Oversample:0.35&3926&406&0&406&61.78&26.45&0.54&0.805\\
LC\_Boost:70\_Oversample:0.40&3913&419&0&419&61.90&26.50&0.54&0.810\\
LC\_Boost:70\_Oversample:0.45&3904&428&0&428&62.39&26.86&0.54&0.808\\
LC\_Boost:75\_Oversample:0.05&1278&0&3054&-3054&68.66&50.89&0.23&0.755\\
LC\_Boost:75\_Oversample:0.10&2849&43&1440&-1397&62.16&41.78&0.32&0.777\\
LC\_Boost:75\_Oversample:0.15&3373&91&868&-777&61.30&37.39&0.39&0.775\\
LC\_Boost:75\_Oversample:0.20&4036&183&113&70&61.85&33.95&0.44&0.782\\
LC\_Boost:75\_Oversample:0.25&3932&325&75&250&61.99&29.27&0.51&0.791\\
LC\_Boost:75\_Oversample:0.30&3956&376&0&376&61.31&27.54&0.53&0.802\\
LC\_Boost:75\_Oversample:0.35&3927&405&0&405&61.77&26.47&0.54&0.807\\
LC\_Boost:75\_Oversample:0.40&3914&418&0&418&61.89&26.50&0.54&0.810\\
LC\_Boost:75\_Oversample:0.45&3904&428&0&428&62.38&26.86&0.54&0.809\\
LC\_Boost:80\_Oversample:0.05&1242&0&3090&-3090&68.88&51.07&0.23&0.748\\
LC\_Boost:80\_Oversample:0.10&2839&41&1452&-1411&62.21&41.89&0.31&0.774\\
LC\_Boost:80\_Oversample:0.15&3368&90&874&-784&61.29&37.48&0.39&0.773\\
LC\_Boost:80\_Oversample:0.20&4030&180&122&58&61.86&34.03&0.44&0.780\\
LC\_Boost:80\_Oversample:0.25&3932&324&76&248&62.01&29.33&0.51&0.790\\
LC\_Boost:80\_Oversample:0.30&3955&377&0&377&61.31&27.55&0.53&0.801\\
LC\_Boost:80\_Oversample:0.35&3927&405&0&405&61.77&26.48&0.54&0.806\\
LC\_Boost:80\_Oversample:0.40&3914&418&0&418&61.89&26.51&0.54&0.810\\
LC\_Boost:80\_Oversample:0.45&3904&428&0&428&62.38&26.85&0.54&0.809\\
LC\_Boost:85\_Oversample:0.05&1183&0&3149&-3149&69.08&51.36&0.22&0.749\\
LC\_Boost:85\_Oversample:0.10&2824&41&1467&-1426&62.25&42.02&0.31&0.774\\
LC\_Boost:85\_Oversample:0.15&3366&90&876&-786&61.29&37.55&0.39&0.771\\
LC\_Boost:85\_Oversample:0.20&4031&180&121&59&61.87&34.10&0.44&0.780\\
LC\_Boost:85\_Oversample:0.25&3932&324&76&248&62.02&29.37&0.51&0.788\\
LC\_Boost:85\_Oversample:0.30&3955&377&0&377&61.31&27.56&0.53&0.801\\
LC\_Boost:85\_Oversample:0.35&3927&405&0&405&61.77&26.49&0.54&0.806\\
LC\_Boost:85\_Oversample:0.40&3913&419&0&419&61.88&26.51&0.54&0.810\\
LC\_Boost:85\_Oversample:0.45&3904&428&0&428&62.37&26.85&0.54&0.808\\
LC\_Boost:90\_Oversample:0.05&1152&0&3180&-3180&69.25&51.53&0.22&0.745\\
LC\_Boost:90\_Oversample:0.10&2820&35&1477&-1442&62.28&42.14&0.31&0.776\\
LC\_Boost:90\_Oversample:0.15&3361&91&880&-789&61.29&37.61&0.39&0.773\\
LC\_Boost:90\_Oversample:0.20&4025&178&129&49&61.88&34.16&0.43&0.780\\
LC\_Boost:90\_Oversample:0.25&3933&323&76&247&62.03&29.42&0.51&0.789\\
LC\_Boost:90\_Oversample:0.30&3955&377&0&377&61.31&27.57&0.53&0.800\\
LC\_Boost:90\_Oversample:0.35&3927&405&0&405&61.77&26.50&0.54&0.806\\
LC\_Boost:90\_Oversample:0.40&3913&419&0&419&61.88&26.51&0.54&0.809\\
LC\_Boost:90\_Oversample:0.45&3904&428&0&428&62.37&26.85&0.54&0.809\\
LC\_Boost:95\_Oversample:0.05&1138&0&3194&-3194&69.41&51.93&0.21&0.746\\
LC\_Boost:95\_Oversample:0.10&2815&34&1483&-1449&62.31&42.26&0.31&0.776\\
LC\_Boost:95\_Oversample:0.15&3356&90&886&-796&61.29&37.65&0.38&0.771\\
LC\_Boost:95\_Oversample:0.20&4027&177&128&49&61.89&34.16&0.43&0.777\\
LC\_Boost:95\_Oversample:0.25&3932&323&77&246&62.05&29.46&0.51&0.788\\
LC\_Boost:95\_Oversample:0.30&3955&377&0&377&61.31&27.57&0.53&0.800\\
LC\_Boost:95\_Oversample:0.35&3927&405&0&405&61.77&26.50&0.54&0.806\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Nasa93-Datasets (pg 6 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Nasa93-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&3913&419&0&419&61.87&26.51&0.54&0.809\\
LC\_Boost:95\_Oversample:0.45&3904&428&0&428&62.36&26.85&0.54&0.808\\
\hline
\end{tabular}
}
\end{center}
\caption{Results-Boosting-Oversampling-Experiment-4-Nasa93-Datasets (pg 7 of 7)}\label{Results-Boosting-Oversampling-Experiment-4-Nasa93-Datasets-7}
\end{table}