DocumentCode
2544921
Title
Parameter selection for SVM using niches genetic algorithm in determined range
Author
Xusheng, Gan ; Wei, Cong ; Yongxiang, Lu
Author_Institution
XiJing Coll., Xi´´an, China
fYear
2010
fDate
16-18 April 2010
Firstpage
492
Lastpage
496
Abstract
An automatic selection method for Support Vector Machine (SVM) parameters using niches genetic algorithm in determined range is proposed. Firstly, the limit range of each parameter is determined by analyzing relation between SVM parameters and model capability. Then regard the determined range as search region and use the niches genetic algorithm to automatically search the optimal parameter values of SVM. The experiments are given to illustrate the effectiveness of the method.
Keywords
genetic algorithms; support vector machines; automatic selection method; determined range; niches genetic algorithm; parameter selection; support vector machines; Computational efficiency; Educational institutions; Gallium nitride; Genetic algorithms; Genetic engineering; Humans; Kernel; Programmable logic arrays; Support vector machines; Testing; Genetic Algorithm; Niches; Share Function; Support Vector Machine;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Management and Engineering (ICIME), 2010 The 2nd IEEE International Conference on
Conference_Location
Chengdu
Print_ISBN
978-1-4244-5263-7
Electronic_ISBN
978-1-4244-5265-1
Type
conf
DOI
10.1109/ICIME.2010.5477667
Filename
5477667
Link To Document