Local Rademacher complexity bounds based on covering numbers

Author:

Lei Yunwen,Ding Lixin,Bi Yingzhou

Funder

Science Computing and Intelligent Information Processing of GuangXi higher education key laboratory

Publisher

Elsevier BV

Subject

Artificial Intelligence,Cognitive Neuroscience,Computer Science Applications

Reference42 articles.

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

2. Local rademacher complexities;Bartlett;Ann. Stat.,2005

3. Constrained empirical risk minimization framework for distance metric learning;Bian;IEEE Trans. Neural Netw. Learn. Syst.,2012

4. O. Bousquet, Concentration Inequalities and Empirical Processes Theory Applied to the Analysis of Learning Algorithms (Ph.D thesis), Ecole Polytechnique, Paris, 2002.

5. New approaches to statistical learning theory;Bousquet;Ann. Inst. Stat. Math.,2003

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