Learning from dependent observations

Author:

Steinwart Ingo,Hush Don,Scovel Clint

Publisher

Elsevier BV

Subject

Statistics, Probability and Uncertainty,Numerical Analysis,Statistics and Probability

Reference45 articles.

1. Support vector machines are universally consistent;Steinwart;J. Complexity,2002

2. Statistical behaviour and consistency of classification methods based on convex risk minimization;Zhang;Ann. Statist.,2004

3. Consistency of support vector machines and other regularized kernel machines;Steinwart;IEEE Trans. Inform. Theory,2005

4. Consistency and robustness of kernel based regression;Christmann;Bernoulli,2007

5. Support vector machine soft margin classifiers: Error analysis;Chen;J. Mach. Learn. Res.,2004

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