{"product_id":"least-squares-support-vector-machines-hardcover","title":"Least Squares Support Vector Machines - Hardcover","description":"\u003cp\u003eby \u003cb\u003eJohan A. K. Suykens\u003c\/b\u003e (Author), \u003cb\u003eTony Van Gestel\u003c\/b\u003e (Author), \u003cb\u003eJoseph De Brabanter\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003eThis 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.\u003c\/p\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 308\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.84 x 9.48 x 6.52 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e November 12, 2002\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":42711187456063,"sku":"9789812381514","price":179.82,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0105\/8226\/1823\/files\/ac166b112fd248c9aff259c56016115b.webp?v=1765057608","url":"https:\/\/dhl-adrianne.myshopify.com\/products\/least-squares-support-vector-machines-hardcover","provider":"BBB","version":"1.0","type":"link"}