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

Table 2. Classification Accuracy of Different Comparative Algorithms on Raman Dataset.

Algorithm Train Acc Test Acc G-Mean F-Value
PCA 0.5087 0.4958 0.5259 0.5208
LDA 1.0000 0.9603 0.9599 0.9399
PLS 0.9870 0.9841 0.9854 0.9755
PLS-LDA 0.9870 0.9847 0.9861 0.9762
Shrinkage LDA 0.9815 0.9783 0.9815 0.9669
LDA-PLS 0.9935 0.9848 0.9849 0.9765
ex-LDA-PLS 1.0000 0.9794 0.9758 0.9680