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 process eigenspectrum


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

Neural Information Processing Systems

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.