Twin Support Vector Machines: Models, Extensions and Applications (Studies in Computational Intelligence, 659)

Jayadeva, Khemchandani, Reshma, Chandra, Suresh

ISBN 10: 3319834622 / ISBN 13: 9783319834627

Published by Springer, 2018

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Bibliographic Details

• Title: Twin Support Vector Machines: Models, Extensions and Applications (Studies in Computational Intelligence, 659)
• Publisher: Springer
• Publication Date: 2018
• Language: English
• ISBN 10: 3319834622
• ISBN 13: 9783319834627
• Binding: Paperback
• Condition: New
• Book Type: book

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Synopsis

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.