Research Article
Machine Fault Classification Based on Local Discriminant Bases and Locality Preserving Projections
Table 4
Recognition accuracy (%) performance for dataset A and dataset B.
| | Classifier | Feature
Extraction | Dataset A | Dataset B | | Training | Testing | Training | Testing |
| |
Nearest Mean | PCA | 84.6 | 84.2 | 85.6 | 82 | LPP
SLPP
LE
LLE
LDA
LDB-LPP | 98.8
98.6
97.8
97.2
98.6
99.8 | 99
99
97.2
98.2
98.2
100 | 98.8
99.6
95.2
98
100
99.2 | 96
97.6
90.4
98.4
98.4
99.6 |
| |
GMM | PCA | 97.8 | 90 | 96.8 | 83.6 | LPP
SLPP
LE
LLE
LDA
LDB-LPP | 99.2
99.2
89
98.8
99.2
100 | 99
98.8
88.4
99.2
97.8
100 | 99.6
100
96.4
100
100
100 | 97.6
97.6
90.8
99.6
96.8
100 |
|
|
