Table 3 Several performance metrics of AdaBoostRBFSVM classifier with different ε th on the optimal σ values
From: GA-AdaBoostSVM classifier empowered wireless network diagnosis
ε th | DER | UDR | FPR | σ_optimal_optimal | OE | PFP |
|---|---|---|---|---|---|---|
0.01 | 0.124 | 0.334 | 0.0107 | 10 | 0.127 | 0.043 |
0.05 | 0.124 | 0.364 | 0.006 | 5 | 0.132 | 0.029 |
0.1 | 0.126 | 0.348 | 0.0119 | 30 | 0.132 | 0.049 |
0.2 | 0.122 | 0.348 | 0.0082 | 50 | 0.128 | 0.034 |
0.3 | 0.121 | 0.344 | 0.00686 | 7 | 0.1265 | 0.028 |
0.4 | 0.131 | 0.369 | 0.0073 | 30 | 0.1359 | 0.0318 |
0.5 | 0.1207 | 0.346 | 0.00832 | 5 | 0.128 | 0.0348 |