Algorithm 1: Model for determining the number of features n and components M.

1Load dataset $x\in X$ and normalize it—N(0; 1) 2Initialize methods PCA [37], CCPCA [35], GPCA [36] and KPCA [43]; 3Calculate the beta $\beta$: 4for $i\in \{1,\cdots ,n\}$ do