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On the eigenspectrum of the Gram matrix and the generalization error of kernel-PCA

Shawe-Taylor, J; Williams, CKI; Cristianini, N; Kandola, J; (2005) On the eigenspectrum of the Gram matrix and the generalization error of kernel-PCA. IEEE TRANSACTIONS ON INFORMATION THEORY , 51 (7) pp. 2510-2522. 10.1109/TIT.2005.850052. Green open access

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Type: Article
Title: On the eigenspectrum of the Gram matrix and the generalization error of kernel-PCA
Location: LUBECK, GERMANY
Open access status: An open access version is available from UCL Discovery
DOI: 10.1109/TIT.2005.850052
Keywords: Science & Technology, Technology, Computer Science, Information Systems, Engineering, Electrical & Electronic, Computer Science, Engineering, concentration bounds, Gram matrices, kernel methods, principal components analysis (PCA), Rademacher complexity, spectra of random matrices, statistical learning theory, ASYMPTOTIC-DISTRIBUTION, LATENT ROOTS, INEQUALITIES, EIGENVALUES, COVARIANCE
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science
URI: https://discovery.ucl.ac.uk/id/eprint/13441
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