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
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;
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
DOI :
10.1109/ICIME.2010.5477667
