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. 2014 May 12;9(5):e96944. doi: 10.1371/journal.pone.0096944

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