TY - JOUR AV - public A1 - Shawe-Taylor, J A1 - Williams, CKI A1 - Cristianini, N A1 - Kandola, J Y1 - 2005/07/01/ PB - IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC UR - https://discovery.ucl.ac.uk/id/eprint/13441/ EP - 2522 JF - IEEE TRANSACTIONS ON INFORMATION THEORY VL - 51 SN - 1557-9654 IS - 7 ID - discovery13441 KW - Science & Technology KW - Technology KW - Computer Science KW - Information Systems KW - Engineering KW - Electrical & Electronic KW - Computer Science KW - Engineering KW - concentration bounds KW - Gram matrices KW - kernel methods KW - principal components analysis (PCA) KW - Rademacher complexity KW - spectra of random matrices KW - statistical learning theory KW - ASYMPTOTIC-DISTRIBUTION KW - LATENT ROOTS KW - INEQUALITIES KW - EIGENVALUES KW - COVARIANCE TI - On the eigenspectrum of the Gram matrix and the generalization error of kernel-PCA SP - 2510 ER -