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.
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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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