Table 3. Classification Accuracy of Different Comparative Algorithms on Gas Dataset.
Algorithm | Train Acc | Test Acc | G-Mean | F-Value |
PCA | 0.7896 | 0.7902 | 0.8103 | 0.7976 |
LDA | 0.9652 | 0.9576 | 0.9615 | 0.9646 |
PLS | 0.9869 | 0.9842 | 0.9870 | 0.9869 |
PLS-LDA | 0.9866 | 0.9848 | 0.9875 | 0.9874 |
Shrinkage LDA | 0.9934 | 0.9912 | 0.9928 | 0.9928 |
LDA-PLS | 0.9912 | 0.9896 | 0.9913 | 0.9914 |
ex-LDA-PLS | 0.9962 | 0.9922 | 0.9934 | 0.9936 |