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The Entire Regularization Path for the Support (2004)

Abstract
In this paper we argue that the choice of the SVM cost parameter can be critical. We then derive an algorithm that can fit the entire path of SVM solutions for every value of the cost parameter, with essentially the same computational cost as fitting one SVM model.

Publication details
Download http://citeseer.ist.psu.edu/659569.html
Source http://www-stat.stanford.edu/~hastie/Papers/NIPS04/nips.pdf
Publisher unknown
Contributors The Pennsylvania State University CiteSeer Archives
Repository CiteSeer (United States)
Keywords Trevor Hastie,Saharon Rosset,Robert Tibshirani,Ji Zhu The Entire Regularization Path for the Support
Language Englisch
Relation oai:CiteSeerPSU:593578, oai:CiteSeerPSU:2154, oai:CiteSeerPSU:630084, oai:CiteSeerPSU:646875, oai:CiteSeerPSU:454996