{"product_id":"9781118914540","title":"Combining Pattern Classifiers: Methods and Algorithms, 2nd Edition","description":"\u003cb\u003eA unified, coherent treatment of current classifier ensemble methods, from fundamentals of pattern recognition to ensemble feature selection, now in its second edition\u003c\/b\u003e \u003cp\u003eThe art and science of combining pattern classifiers has flourished into a prolific discipline since the first edition of \u003ci\u003eCombining Pattern Classifiers\u003c\/i\u003e was published in 2004. Dr. Kuncheva has plucked from the rich landscape of recent classifier ensemble literature the topics, methods, and algorithms that will guide the reader toward a deeper understanding of the fundamentals, design, and applications of classifier ensemble methods.\u003c\/p\u003e \u003cp\u003eThoroughly updated, with MATLAB® code and practice data sets throughout, \u003ci\u003eCombining Pattern Classifiers\u003c\/i\u003e includes:\u003c\/p\u003e \u003cul\u003e \u003cli\u003eCoverage of Bayes decision theory and experimental comparison of classifiers\u003c\/li\u003e \u003cli\u003eEssential ensemble methods such as Bagging, Random forest, AdaBoost, Random subspace, Rotation forest, Random oracle, and Error Correcting Output Code, among others\u003c\/li\u003e \u003cli\u003eChapters on classifier selection, diversity, and ensemble feature selection\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003eWith firm grounding in the fundamentals of pattern recognition, and featuring more than 140 illustrations, \u003ci\u003eCombining Pattern Classifiers, Second Edition\u003c\/i\u003e is a valuable reference for postgraduate students, researchers, and practitioners in computing and engineering.\u003c\/p\u003e","brand":"Wiley","offers":[{"title":"Default Title","offer_id":47121585733872,"sku":"9781118914540","price":114.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0737\/7593\/9824\/files\/9781118914540_p0.jpg?v=1769889676","url":"https:\/\/shop-qa.barnesandnoble.com\/products\/9781118914540","provider":"Barnes \u0026 Noble (DEV)","version":"1.0","type":"link"}