Empirical Choice of the Shape Parameter for Robust Support Vector Machines
نویسندگان
چکیده
منابع مشابه
Parameter selection for support vector machines
We present an algorithm for selecting support vector machine (SVM) meta-parameter values which is based on ideas from design of experiments (DOE) and demonstrate that it is robust and works effectively and efficiently on a variety of problems.
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Takafumi Kanamori 1,4,*, Shuhei Fujiwara 2 and Akiko Takeda 3,4 1 Department of Computer Science and Mathematical Informatics, Nagoya University, Nagoya 464-8601, Japan 2 TOPGATE Co. Ltd., Bunkyo-ku, Tokyo 113-0033, Japan; [email protected] 3 Institute of Statistical Mathematics, Tokyo 190-8562, Japan; [email protected] 4 RIKEN Center for Advanced Intelligence Project, Tokyo 103-0027, J...
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ژورنال
عنوان ژورنال: Communications for Statistical Applications and Methods
سال: 2008
ISSN: 2287-7843
DOI: 10.5351/ckss.2008.15.4.543