Twin support vector machines : models, extensions and applications

• Main Authors: Jayadeva (Author), Khemchandani, Reshma (Author), Chandra, Suresh, 1944- (Author)
• Format: Electronic eBook
• Language: English
• Published: Cham, Switzerland : Springer, [2016]
• Series: Studies in computational intelligence ; v. 659.
• Subjects: Support vector machines.; elektronické knihy; electronic books
• ISBN: 9783319461861; 9783319461847
• ISSN: 1860-949X ;
• Physical Description: 1 online resource (xiv, 211 pages) : illustrations (some color)

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 literat...

Table of Contents:

• Introduction
• Generalized Eigenvalue Proximal Support Vector Machines
• Twin Support Vector Machines (TWSVM) for Classification
• TWSVR: Twin Support Vector Machine Based Regression
• Variants of Twin Support Vector Machines: Some More Formulations
• TWSVM for Unsupervised and Semi-Supervised Learning
• Some Additional Topics
• Applications Based on TWSVM
• References.