Multi-scale Cauchy Kernel Function and Its Application in Multi-class SVM

摘要：

　　The application of kernel function made support vector machine one of the research focuses in machine learning field.However,single kernel function is difficult to process complex data efficiently.Multiple kernel method is a common solution for this problem in recent years.The commonly used multiple kernel function is a weighted combination of different kernel function.It lacks the pertinence to a particular sample.A new multi-scale Cauchy kernel function is proposed in this paper.And an integrated classification method is proposed in order to improve the effectiveness of multi-scale kernel function.Experimental results show that the multi-scale Cauchy kernel function has good performance on complex problem.

关键词： multi-scale kernel function Cauchy kernel function classification method SVM multi-class classification

作者: Shi Huishu Zhu Yi San Ye

作者单位: Control and Simulation Center Harbin Institute of Technology Harbin, Heilongjiang, China

会议类型: 国际会议

会议名称: 2015 Fifth International Conference on Instrumentation and Measurement,Computer,Communication and Control (IMCCC2015)(第五届仪器测量、计算机通信与控制国际会议)

会议地点: 秦皇岛

会议语种:英文

页码: 1156-1160

在线出版日期: 2015-09-18（万方平台首次上网日期，不代表论文的发表时间）