%0 Journal Article %T New Method of Design Hierarchical Support Vector Machine Multi-class Classifier
一种设计层次支持向量机多类分类器的新方法 %A ZHAO Hui %A RONG Li-li %A LI Xiao %A
赵晖 %A 荣莉莉 %A 李晓 %J 计算机应用研究 %D 2006 %I %X Designing the hierarchical structure is a key issue for the hierarchical support vector machine multi-class classification. Inter-class separability is an important basis for designing the hierarchical structure. A new method based on linear support vector machines is proposed to measure inter-class separability. Furthermore, a method is presented which designs a hierarchical support vector machine multi-class classifier based on the inter-class separability. Experimental results indicate that the new method speeds up the hierarchical support vector machine multi-class classifiers and vields higher precision %K Support Vector Machines %K Multi-class Classification %K Hierarchical Structure %K Inter-class Separability
支持向量机 %K 多类分类 %K 层次结构 %K 类间可分性 %U http://www.alljournals.cn/get_abstract_url.aspx?pcid=5B3AB970F71A803DEACDC0559115BFCF0A068CD97DD29835&cid=8240383F08CE46C8B05036380D75B607&jid=A9D9BE08CDC44144BE8B5685705D3AED&aid=BF2019634EB16785&yid=37904DC365DD7266&vid=EA389574707BDED3&iid=B31275AF3241DB2D&sid=339D79302DF62549&eid=42425781F0B1C26E&journal_id=1001-3695&journal_name=计算机应用研究&referenced_num=13&reference_num=15