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Twin Support Vector Machines

丛 书 名:Studies in Computational Intelligence

版本说明:1st ed. 2017

作     者:Jayadeva Reshma Khemch ani Suresh Ch ra 

I S B N:(纸本) 9783319461861 

出 版 社:Springer 

出 版 年:2017年

页      数:XIV, 211页

主 题 词:Support vector machines 

学科分类:12[管理学] 1201[管理学-管理科学与工程(可授管理学、工学学位)] 081104[工学-模式识别与智能系统] 08[工学] 0835[工学-软件工程] 0811[工学-控制科学与工程] 0812[工学-计算机科学与技术(可授工学、理学学位)] 

摘      要:This book provides a systematic and focused study of the various aspects of twin support vector machines (TWSVM) and related developments for classification and regression. In addition to presenting most of the basic models of TWSVM and twin support vector regression (TWSVR) available in the literature, it also discusses the important and challenging applications of this new machine learning methodology. A chapter on “Additional Topics has been included to discuss kernel optimization and support tensor machine topics, which are comparatively new but have great potential in applications. It is primarily written for graduate students and researchers in the area of machine learning and related topics in computer science, mathematics, electrical engineering, management science and finance.

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