A Parallel Approach for SVM with Multi-Core CPU

摘要：

Modern multi-core CPU are predominant in improving performance of parallel applications. We describe an approach for support vector machines (SVM) that can be parallelized efficiently and scales to large problems with large training vectors. Parallel programming in.NET framework using SVM on multi-core computers are studied. Experiment results show that the serial program can only use one core of multi-core computers. Meanwhile, the parallel efficiency of the program using SVM is very high on 2-core and 4-core computers respectively.

关键词： multi-core SVM parallel programming

作者: Mingsheng Hu Weixu Hao

作者单位: Institute of Software Science Zhengzhou Normal University Zhengzhou, China School of Software Zhengzhou Normal University Zhengzhou, China

会议类型: 国际会议

会议名称: The 2010 International Conference on Computer Application and System Modeling(2010计算机应用与系统建模国际会议 ICCASM 2010)

会议地点: 太原

会议语种:英文

页码: 373-377

在线出版日期: 2010-10-22（万方平台首次上网日期，不代表论文的发表时间）