Table 1 Overall results with NMCR and MCR[19]
Feature extractor | Classifier | NMCR [%] | MCR [%] |
|---|---|---|---|
LDA | Linear | 34.0 | 35.7 |
GerDA | Linear | 12.8 | 13.1 |
RF | RF | 16.7 | 17.0 |
GerDA | RF | 12.1 | 12.4 |
None | SVM | 19.1 | 10.8 |
RF | SVM | 19.1 | 10.8 |
RF | RVM | 25.9 | 15.4 |
GerDA | RVM | 19.8 | 10.8 |
FSR | MLP | 30.5 | 16.3 |
GerDA | MLP | 30.7 | 12.4 |
None | W-SVM | 12.0 | 12.0 |
RF | W-SVM | 12.5 | 14.3 |
GerDA | W-SVM | 12.8 | 11.8 |
GerDA | W-RVM | 13.0 | 11.0 |
GerDA | W-MLP | 17.2 | 13.3 |
FSR | W-MLP | 30.6 | 22.1 |