{"product_id":"9781849960977","title":"Advances in Computer Vision and Pattern Recognition","description":"\u003ch1\u003eAdvances in Computer Vision and Pattern Recognition\u003c\/h1\u003e \u003ch2\u003eAbe, Shigeo\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eA guide on the use of SVMs in pattern classification, including a rigorous performance comparison of classifiers and regressors. The book presents architectures for multiclass classification and function approximation problems, as well as evaluation criteria for classifiers and regressors. Features: Clarifies the characteristics of two-class SVMs; Discusses kernel methods for improving the generalization ability of neural networks and fuzzy systems; Contains ample illustrations and examples; Includes performance evaluation using publicly available data sets; Examines Mahalanobis kernels, empirical feature space, and the effect of model selection by cross-validation; Covers sparse SVMs, learning using privileged information, semi-supervised learning, multiple classifier systems, and multiple kernel learning; Explores incremental training based batch training and active-set training methods, and decomposition techniques for linear programming SVMs; Discusses variable selection for support vector regressors.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2010-03-29\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9781849960977\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-1-84996-098-4\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 473\u003c\/p\u003e ","brand":"Springer London","offers":[{"title":"Default Title","offer_id":47662154055820,"sku":"9781849960977","price":152.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9781849960977.jpg?v=1776438506","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9781849960977","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}