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. 2012 Oct 24;2012:876545. doi: 10.1155/2012/876545

Table 7.

Classification performance of the KNN algorithm with metric learning methods.

Data (length of feature set) Prenorm (4) Norm 01 (5)
KNN 80.79% 83.68%
without PCA 80.79% 83.68%
PCA 82.11% 81.84%
PCA + LDA 77.89% 96.33%
PCA + RCA 77.63% 96.33%
PCA + LFDA 76.97% 96.33%
PCA + NCA 76.58% 86.32%
PCA + LMNN 76.84% 96.33%