DocumentCode
1736717
Title
An improved algorithm of the support vector machine
Author
Hongle, Du
Author_Institution
Dept. of Comput. Sci., Shangluo Univ., Shangluo, China
Volume
2
fYear
2011
Firstpage
1315
Lastpage
1317
Abstract
According to the testing speed of the SVM depends on the number of support vector, this paper proposes the reduce vector algorithm to resolve this problem. It can reduce the calculation number of the inner product. Therefore, improve the testing speed (In particular, when a larger number of support vectors). Lastly, simulate with artificial dataset. The experiment results show the RVSVM is effective.
Keywords
support vector machines; calculation number; inner product; support vector machine; testing speed; vector algorithm; Support vector machine classification; Vectors; Support Vector; Support Vector Machine; inner product;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Science and Network Technology (ICCSNT), 2011 International Conference on
Conference_Location
Harbin
Print_ISBN
978-1-4577-1586-0
Type
conf
DOI
10.1109/ICCSNT.2011.6182202
Filename
6182202
Link To Document