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Publications Influence

Learning Theory Estimates via Integral Operators and Their Approximations

- S. Smale, Ding-Xuan Zhou
- Mathematics
- 15 March 2007

The regression problem in learning theory is investigated with least square Tikhonov regularization schemes in reproducing kernel Hilbert spaces (RKHS). We follow our previous work and apply the… Expand

453 47- PDF

Learning Theory: An Approximation Theory Viewpoint: Index

- F. Cucker, Ding-Xuan Zhou
- Computer Science, Mathematics
- 2007

262 35- PDF

Shannon sampling II: Connections to learning theory

- S. Smale, Ding-Xuan Zhou
- Mathematics
- 1 November 2005

Abstract We continue our study [S. Smale, D.X. Zhou, Shannon sampling and function reconstruction from point values, Bull. Amer. Math. Soc. 41 (2004) 279–305] of Shannon sampling and function… Expand

179 20- PDF

Distributed Learning with Regularized Least Squares

- Shaobo Lin, Xin Guo, Ding-Xuan Zhou
- Computer Science, Mathematics
- J. Mach. Learn. Res.
- 11 August 2016

TLDR

87 20- PDF

Multi-kernel regularized classifiers

- Q. Wu, Yiming Ying, Ding-Xuan Zhou
- Mathematics, Computer Science
- J. Complex.
- 1 February 2007

TLDR

147 17- PDF

Learning Rates of Least-Square Regularized Regression

- Q. Wu, Yiming Ying, Ding-Xuan Zhou
- Mathematics, Computer Science
- Found. Comput. Math.
- 1 April 2006

TLDR

209 16- PDF

Learning Theory: An Approximation Theory Viewpoint (Cambridge Monographs on Applied & Computational Mathematics)

- F. Cucker, Ding-Xuan Zhou
- Computer Science
- 1 March 2007

182 16

Learning Theory: An Approximation Theory Viewpoint

- F. Cucker, Ding-Xuan Zhou
- Mathematics
- 14 May 2007

Preface Foreword 1. The framework of learning 2. Basic hypothesis spaces 3. Estimating the sample error 4. Polynomial decay approximation error 5. Estimating covering numbers 6. Logarithmic decay… Expand

162 14

Learning Coordinate Covariances via Gradients

- S. Mukherjee, Ding-Xuan Zhou
- Mathematics, Computer Science
- J. Mach. Learn. Res.
- 1 December 2006

TLDR

79 14- PDF

The covering number in learning theory

- Ding-Xuan Zhou
- Computer Science, Mathematics
- J. Complex.
- 1 September 2002

TLDR

260 13- PDF

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