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A Speedy Model Parameter Optimization Algorithm of Support Vector Machines

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成果类型:
期刊论文、会议论文
作者:
Chen, Zengzhao;Liu, Chungui;Yang, Yang;He, Xiuling;Dong, Cailin
通讯作者:
Chen, ZZ
作者机构:
[Chen, Zengzhao; He, Xiuling; Dong, Cailin] Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Peoples R China.
[Liu, Chungui] Wuhan R&D Ctr China Construct Bank, Wuhan 430014, Peoples R China.
[Yang, Yang] Beijing Univ Sci & Technol, Beijing 100083, Peoples R China.
通讯机构:
[Chen, ZZ ]
Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
support vector machine;model parameter optimization;Chinese character;recognition
期刊:
Proceedings of the World Congress on Intelligent Control and Automation (WCICA)
年:
2008
页码:
7355-7361
会议名称:
2008 7th World Congress on Intelligent Control and Automation
会议论文集名称:
2008 7th World Congress on Intelligent Control and Automation
会议时间:
June 2008
会议地点:
Chongqing
会议主办单位:
(1) Mathematics and Statistics School of Central China, Normal University, Wuhan 430079, China; (2) Wuhan R and D Center, China Construction Bank, Wuhan 430014, China; (3) University of Science and Technology Beijing, Beijing 100083, China
会议赞助商:
Chongqing Univ, Chongqing Inst Technol, Chongqing Univ Sci & Technol, Xihua Univ, SW Univ Sci & Technol, IEEE Robot & Automat Soc, IEEE Control Syst Soc, Beijing Chapter, Chinese Assoc Automat, Chinese Assoc Artificial Intelligence, Natl Nat Sci Fdn, Chongqing Municipal Sci & Technol Comm, Chongqing Municipal Assoc Sci & Technol, KC Wong Educ Fdn;
出版地:
345 E 47TH ST, NEW YORK, NY 10017 USA
出版者:
IEEE
ISBN:
978-1-4244-2113-8
机构署名:
本校为第一且通讯机构
院系归属:
数学与统计学学院
摘要:
A speedy parameter optimization algorithm of SVM model is proposed. The algorithm selects a subset from the original training set, and optimizes respectively to ensure the bound of the parameters , then searches the optimum in the smaller range. Experiment shows that optimization of SVM parameters is more speedy and the accuracy is guarantee...

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