 Since centered data is required to perform an effective principal component analysis, we 'centralize' K to become formula_30

where formula_32 denotes a N-by-N matrix for which each element takes value formula_33.We use formula_30 to perform the kernel PCA algorithm described above.One caveat of kernel PCA should be illustrated here.