{"product_id":"combining-pattern-classifiers-methods-and-algorithms-9781118315231","title":"Combining Pattern Classifiers: Methods and Algorithms","description":"\u003cp\u003e • Author(s): Ludmila I. Kuncheva\u003cbr\u003e • Publisher: Wiley\u003cbr\u003e • Publisher Imprint: Wiley\u003cbr\u003e • BISAC: Imaging Systems\u003c\/p\u003e\u003cp\u003e\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 \u003c\/p\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  *Coverage of Bayes decision theory and experimental comparison of classifiers *Essential ensemble methods such as Bagging, Random forest, AdaBoost, Random subspace, Rotation forest, Random oracle, and Error Correcting Output Code, among others *Chapters on classifier selection, diversity, and ensemble feature selection  \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":"Hardcover","offer_id":45203960332439,"sku":"9781118315231","price":8337.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781118315231.webp?v=1769208928","url":"https:\/\/atlanticbooks.com\/products\/combining-pattern-classifiers-methods-and-algorithms-9781118315231","provider":"Atlantic Books","version":"1.0","type":"link"}