电子学报2012,Vol.40Issue(2):260-265,6.DOI:10.3969/j.issn.0372-2112.2012.02.009
最优双核复合分类算法的构造
Optimal Double-Kernel Combination Method for Classification
摘要
Abstract
Traditional kernelised classification methods could not perform well sometimes because of using a single and fixed kernel,especially on some complicated data sets. In this paper,a novel optimal double-kernel combination (ODKC) method is proposed for complicated classification tasks. Firstly, data are mapped by two basic kernels into different feature spaces respectively, and then three kinds of optimal composite kernels are constructed by integrating information of the two feature spaces. Comparative experiments demonstrate the effectiveness of our methods.关键词
核方法/双核复合/分类Key words
kernel methods/double-kernel combination/classification分类
信息技术与安全科学引用本文复制引用
王峰,张鸿宾..最优双核复合分类算法的构造[J].电子学报,2012,40(2):260-265,6.基金项目
国家自然科学基金(No.60775011,No.61005001) (No.60775011,No.61005001)