Generalization performance of some learning problems in hilbert functional spaces

Tong Zhang

Generalization performance of some learning problems in hilbert functional spaces

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

We investigate the generalization performance of some learning problems in Hilbert functional Spaces. We introduce a notion of convergence of the estimated functional predictor to the best underlying predictor, and obtain an estimate on the rate of the convergence. This estimate allows us to derive generalization bounds on some learning formulations.

Original language	English (US)
Title of host publication	Advances in Neural Information Processing Systems 14 - Proceedings of the 2001 Conference, NIPS 2001
Publisher	Neural information processing systems foundation
ISBN (Print)	0262042088, 9780262042086
State	Published - 2002
Externally published	Yes
Event	15th Annual Neural Information Processing Systems Conference, NIPS 2001 - Vancouver, BC, Canada Duration: Dec 3 2001 → Dec 8 2001

Publication series

Name	Advances in Neural Information Processing Systems
ISSN (Print)	1049-5258

Other

Other	15th Annual Neural Information Processing Systems Conference, NIPS 2001
Country/Territory	Canada
City	Vancouver, BC
Period	12/3/01 → 12/8/01

ASJC Scopus subject areas

Computer Networks and Communications
Information Systems
Signal Processing

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Generalization performance of some learning problems in hilbert functional spaces. / Zhang, Tong.
Advances in Neural Information Processing Systems 14 - Proceedings of the 2001 Conference, NIPS 2001. Neural information processing systems foundation, 2002. (Advances in Neural Information Processing Systems).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Zhang, T 2002, Generalization performance of some learning problems in hilbert functional spaces. in Advances in Neural Information Processing Systems 14 - Proceedings of the 2001 Conference, NIPS 2001. Advances in Neural Information Processing Systems, Neural information processing systems foundation, 15th Annual Neural Information Processing Systems Conference, NIPS 2001, Vancouver, BC, Canada, 12/3/01.

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year = "2002",

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M3 - Conference contribution

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Generalization performance of some learning problems in hilbert functional spaces

Abstract

Publication series

Other

ASJC Scopus subject areas

Library availability

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