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Unregularized online learning algorithms with general loss functions

  • Published:2017-03 Issue:2 Volume:42 Page:224-244
  • ISSN:1063-5203
  • Container-title:Applied and Computational Harmonic Analysis
  • language:en
  • Short-container-title:Applied and Computational Harmonic Analysis

Author:

Ying YimingORCID,Zhou Ding-Xuan

Funder

Research Grants Council of Hong Kong

National Natural Science Foundation of China

Publisher

Elsevier BV

Subject

Applied Mathematics

Reference35 articles.

1. Generalization bounds for ranking algorithms via algorithmic stability;Agarwal;J. Mach. Learn. Res.,2009

2. Theory of reproducing kernels;Aronszajn;Trans. Amer. Math. Soc.,1950

3. Non-asymptotic analysis of stochastic approximation algorithms for machine learning;Bach,2011

4. Convexity, classification, and risk bounds;Bartlett;J. Amer. Statist. Assoc.,2006

5. Rademacher and Gaussian complexities: risk bounds and structural results;Bartlett;J. Mach. Learn. Res.,2002

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