Can I read Least Squares Support Vector Machines on EtoBox?

Least Squares Support Vector Machines by Johan A K Suykens; Tony Van Gestel; Joseph De Brabanter; Bart De Moor; Joos P L Vandewalle is a book available to read on EtoBox.

What is Least Squares Support Vector Machines about?

This book focuses on Least Squares Support Vector Machines (LS-SVMs) which are reformulations to standard SVMs. LS-SVMs are closely related to regularization networks and Gaussian processes but additionally emphasize and exploit primal-dual interpretations from optimization theory. The authors explain the natural links between LS-SVM classifiers and kernel Fisher discriminant analysis. Bayesian inference of LS-SVM models is discussed, together with methods for imposing sparseness and employing r

Author

Johan A K Suykens; Tony Van Gestel; Joseph De Brabanter; Bart De Moor; Joos P L Vandewalle

Publisher

World Scientific; World Scientific Publishing Co Pte Ltd

Published

2002

Language

EN

ISBN

9789812381514

Updated

2026-03-24