Fig. 9From: Kernel principal components based cascade forest towards disease identification with human microbiotaProcess of comparative study among various feature reduction methods. We make a comparison between Principal Components Analysis (PCA), kernel Principal Components Analysis (kPCA), Singular Value Decomposition (SVD), Linear Discriminant Analysis (LDA), Least Absolute Shrinkage, Selection Operator (LASSO) dimension reduction methodsBack to article page