{"product_id":"least-squares-support-vector-machines-johan-a-k-suykens-9789812381514","title":"Least Squares Support Vector Machines","description":"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 Nystr m sampling with active selection of support vectors. The methods are illustrated with several examples.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Johan A. K. Suykens, Tony Van Gestel, Joseph De Brabanter\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 9812381511\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9789812381514\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e World Scientific Publishing Company\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/14\/2002\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 308\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.23lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.48h x 6.52w x 0.84d","brand":"Johan A. K. Suykens","offers":[{"title":"Hardcover","offer_id":44079703589119,"sku":"9789812381514","price":111.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_cb984449-a791-4dd6-a4f5-26f40f8f47c9.jpg?v=1685482656","url":"https:\/\/www.whiterainbookhouse.com\/products\/least-squares-support-vector-machines-johan-a-k-suykens-9789812381514","provider":"WR Book House","version":"1.0","type":"link"}