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Structural risk minimization over data-dependent hierarchies

Shawe-Taylor, J; Bartlett, PL; Williamson, RC; Anthony, M; (1998) Structural risk minimization over data-dependent hierarchies. IEEE TRANSACTIONS ON INFORMATION THEORY , 44 (5) pp. 1926-1940. 10.1109/18.705570.

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Type: Article
Title: Structural risk minimization over data-dependent hierarchies
DOI: 10.1109/18.705570
Keywords: Science & Technology, Technology, Computer Science, Information Systems, Engineering, Electrical & Electronic, Computer Science, Engineering, computational learning theory, fat shattering, dimension, learning machines, maximal margin, probable smooth luckiness, probably approximately correct learning, support vector machines, uniform convergence, Vapnik-Chervonenkis dimension, VAPNIK-CHERVONENKIS DIMENSION, NEURAL NETWORKS, LEARNABILITY, REGULARIZATION
UCL classification: UCL > Provost and Vice Provost Offices
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: http://discovery.ucl.ac.uk/id/eprint/79088
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