Learning Rates of Kernel-Based Robust Classification

Author:

Wang Shuhua,Sheng Baohuai

Publisher

Springer Science and Business Media LLC

Subject

General Physics and Astronomy,General Mathematics

Reference43 articles.

1. Chen D R, Wu Q, Ying Y M, Zhou D X. Support vector machine soft margin classifier: error analysis[J]. J Mach Learn Res, 2004, 5: 1143–1175

2. Xiang D H, Zhou D X. Classification with Guassians and convex loss[J]. J Mach Learn Res, 2009, 10: 1447–1468

3. Cao F L, Dai T H, Zhang Y Q. Generalization bounds of compressed regression learning algorithm[J]. Acta Mathematica Scientia, 2014, 34A(4): 905–916

4. Zhou D X, Jetter K. Approximation with polynomial kernels and SVM classifiers[J]. Adv Comput Math, 2006, 25: 323–344

5. Sheng B H, Xiang D H. The learning rate of l2-coefficient regularized classification with strong loss[J]. Acta Mathematica Sinica, 2013, 29B(12): 2397–2408

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