Least Squares Support Vector Machines

Johan A K Suykens/ Tony Van Gestel/ Jos De Brabanter/ Bart De Moor/ Joos Vandewalle

ISBN 10: 9812381511 / ISBN 13: 9789812381514

Verlag: World Scientific Pub Co Inc, 2003

Beschreibung

308 pages. 9.25x6.25x1.00 inches. In Stock.

Bestandsnummer des Verkäufers x-9812381511

Bibliografische Details

• Titel: Least Squares Support Vector Machines
• Verlag: World Scientific Pub Co Inc
• Erscheinungsjahr: 2003
• Sprache: Englisch
• ISBN-10: 9812381511
• ISBN-13: 9789812381514
• Einband: Hardcover
• Zustand: Brand New

Über diesen Titel

Inhaltsangabe

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 robust statistics.The framework is further extended towards unsupervised learning by considering PCA analysis and its kernel version as a one-class modelling problem. This leads to new primal-dual support vector machine formulations for kernel PCA and kernel CCA analysis. Furthermore, LS-SVM formulations are given for recurrent networks and control. In general, support vector machines may pose heavy computational challenges for large data sets. For this purpose, a method of fixed size LS-SVM is proposed where the estimation is done in the primal space in relation to a Nyström sampling with active selection of support vectors. The methods are illustrated with several examples.

Über die Autorin bzw. den Autor

Charlotte y Peter Fiell son dos autoridades en historia, teoría y crítica del diseño y han escrito más de sesenta libros sobre la materia, muchos de los cuales se han convertido en éxitos de ventas. También han impartido conferencias y cursos como profesores invitados, han comisariado exposiciones y asesorado a fabricantes, museos, salas de subastas y grandes coleccionistas privados de todo el mundo. Los Fiell han escrito numerosos libros para TASCHEN, entre los que se incluyen 1000 Chairs, Diseño del siglo XX, El diseño industrial de la A a la Z, Scandinavian Design y Diseño del siglo XXI.