Twin Support Vector Machines

Models, Extensions and Applications

Nonfiction, Computers, Advanced Computing, Artificial Intelligence, General Computing
Cover of the book Twin Support Vector Machines by Jayadeva, Reshma Khemchandani, Suresh Chandra, Springer International Publishing
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Author: Jayadeva, Reshma Khemchandani, Suresh Chandra ISBN: 9783319461861
Publisher: Springer International Publishing Publication: October 12, 2016
Imprint: Springer Language: English
Author: Jayadeva, Reshma Khemchandani, Suresh Chandra
ISBN: 9783319461861
Publisher: Springer International Publishing
Publication: October 12, 2016
Imprint: Springer
Language: English

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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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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