The Stability of Kernel Principal Components Analysis and its Relation to the Process Eigenspectrum

In this paper we analyze the relationships between the eigenvalues of the m x m Gram matrix K for a kernel k(·, .) We bound the dif(cid:173) ferences between the two spectra and provide a performance bound on kernel peA.