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

Buch 180 von 538: Studies in Computational Intelligence

Jayadeva; Khemchandani, Reshma; Chandra, Suresh

 
9783319834627: Twin Support Vector Machines: Models, Extensions and Applications (Studies in Computational Intelligence, Band 659)

Inhaltsangabe

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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Weitere beliebte Ausgaben desselben Titels

9783319461847: Twin Support Vector Machines: Models, Extensions and Applications (Studies in Computational Intelligence, 659, Band 659)

Vorgestellte Ausgabe

ISBN 10:  3319461842 ISBN 13:  9783319461847
Verlag: Springer, 2016
Hardcover