## 3 Experiments and Results
### Performance Analysis
#### 3.2.5 Test Scenario-5
\begin{table}
\begin{tabular}{l c c c c c c c c c c c c} \hline \hline
**Device** & **Drill** & **Fan** & **Grinder** & **Hair Dryer** & **Hedge Trimmer** & **Lamp** & **Paint Stripper** & **Planer** & **Router** & **Sander** & **Saw** & **Vacuum Cleaner** \\ \hline Drill & 100 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\ \hline Fan & 0 & 100 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\ \hline Grinder & 0 & 0 & 50.00 & 0 & 10.00 & 0 & 0 & 0 & 0 & 40.00 & 0 \\ \hline Hair Dryer & 0 & 0 & 0 & 100 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\ \hline Hedge Trimmer & 0 & 0 & 0 & 0 & 100 & 0 & 0 & 0 & 0 & 0 & 0 \\ \hline Lamp & 0 & 0 & 0 & 0 & 0 & 100 & 0 & 0 & 0 & 0 & 0 \\ \hline Paint Stripper & 0 & 0 & 0 & 0 & 0 & 0 & 100 & 0 & 0 & 0 & 0 \\ \hline Planet & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 100 & 0 & 0 & 0 \\ \hline Router & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 100 & 0 & 0 \\ \hline Sander & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 93.33 & 0 & 6.67 \\ \hline Saw & 0 & 0 & 7.50 & 0 & 2.50 & 0 & 0 & 0 & 0 & 90.00 & 0 \\ \hline Vacuum Cleaner & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 2.86 & 0 & 97.14 \\ \hline \hline \end{tabular}
\end{table} 
Table 6: Confusion Matrix for Binary DT for \(p=1\), \(m=130\), \(i_{max}=15\). \begin{table}
\begin{tabular}{l c c c c c c c c c c c} \hline \hline
**Device** & **Drill** & **Fan** & **Grinder** & **Hair Dryer** & **Hedge Trimmer** & **Lamp** & **Paint Stripper** & **Planer** & **Router** & **Sander** & **Saw** & **Vacuum Cleaner** \\ \hline Drill & 100 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\ \hline Fan & 0 & 100 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\ \hline Grinder & 0 & 0 & 70.00 & 0 & 0 & 0 & 0 & 0 & 0 & 30.00 & 0 \\ \hline Hair Dryer & 0 & 0 & 0 & 100 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\ \hline Hedge Trimmer & 0 & 0 & 0 & 0 & 100 & 0 & 0 & 0 & 0 & 0 & 0 \\ \hline Lamp & 0 & 0 & 0 & 0 & 0 & 100 & 0 & 0 & 0 & 0 & 0 \\ \hline Paint Stripper & 0 & 0 & 0 & 0 & 0 & 0 & 100 & 0 & 0 & 0 & 0 \\ \hline Planet & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 100 & 0 & 0 & 0 \\ \hline Router & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 93.33 & 0 & 6.67 \\ \hline Saw & 0 & 0 & 7.50 & 0 & 2.50 & 0 & 0 & 0 & 0 & 90.00 & 0 \\ \hline Vacuum Cleaner & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 2.86 & 0 & 97.14 \\ \hline \hline \end{tabular}
\end{table} 
Table 5: Confusion Matrix for Ensemble for \(p=1\), \(m=130\), \(i_{max}=15\). \begin{table}
\begin{tabular}{l c c c c c c c c c c c} \hline \hline
**Device** & **Drill** & **Fan** & **Grinder** & **Hair Dryer** & **Hedge Trimmer** & **Lamp** & **Paint Stripper** & **Planer** & **Router** & **Sander** & **Saw** & **Vacuum Cleaner** \\ \hline Sander & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 86.67 & 0 & 13.33 \\ \hline Saw & 0 & 0 & 7.50 & 0 & 2.50 & 0 & 0 & 0 & 0 & 2.50 & 87.50 & 0 \\ \hline Vacuum Cleaner & 0 & 0 & 5.71 & 0 & 0 & 0 & 0 & 0 & 0 & 8.57 & 4.86 & 86.57 \\ \hline \hline \end{tabular}
\end{table} 
Table 6: _Cont._ \begin{table}
\begin{tabular}{l c c c c c c c c c c c} \hline \hline
**Device** & **Drill** & **Fan** & **Grinder** & **Hair Dryer** & **Hedge Trimmer** & **Lamp** & **Paint Stripper** & **Planer** & **Router** & **Sander** & **Saw** & **Vacuum Cleaner** \\ \hline Drill & 43.33 & 0 & 0 & 0 & 0 & 0 & 0 & 6.67 & 16.67 & 0 & 33.33 & 0 \\ \hline Fan & 0 & 100 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\ \hline Grinder & 10.00 & 0 & 50.00 & 0 & 20.00 & 0 & 0 & 0 & 0 & 20.00 & 0 \\ \hline Hair Dryer & 0 & 0 & 0 & 75.00 & 0 & 25.00 & 0 & 0 & 0 & 0 & 0 \\ \hline Hedge Trimmer & 0 & 0 & 0 & 0 & 40.00 & 0 & 6.67 & 0 & 0 & 0 & 33.33 & 20.00 \\ \hline Lamp & 0 & 0 & 0 & 0 & 20.00 & 80.00 & 0 & 0 & 0 & 0 & 0 \\ \hline Paint Stripper & 0 & 0 & 0 & 0 & 0 & 0 & 100 & 0 & 0 & 0 & 0 \\ \hline Planer & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 100 & 0 & 0 & 0 \\ \hline Router & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 80.00 & 0 & 20.00 & 0 \\ \hline Sander & 0 & 0 & 13.33 & 0 & 0 & 0 & 0 & 0 & 0 & 86.67 & 0 & 0 \\ \hline Saw & 7.50 & 2.50 & 0 & 0 & 15.00 & 0 & 5.00 & 0 & 15.00 & 0 & 45.00 & 10.00 \\ \hline Vacuum Cleaner & 0 & 0 & 5.71 & 0 & 0 & 0 & 0 & 0 & 0 & 8.57 & 8.57 & 77.14 \\ \hline \hline \end{tabular}
\end{table}