{"product_id":"9783642269011","title":"Studies in Computational Intelligence: A Rough Set Approach","description":"\u003ch1\u003eStudies in Computational Intelligence: A Rough Set Approach\u003c\/h1\u003e \u003ch2\u003eMoshkov, Mikhail; Zielosko, Beata\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eDecision trees and decision rule systems are widely used in different applications\u003c\/p\u003e\u003cp\u003eas algorithms for problem solving, as predictors, and as a way for\u003c\/p\u003e\u003cp\u003eknowledge representation. Reducts play key role in the problem of attribute\u003c\/p\u003e\u003cp\u003e(feature) selection. The aims of this book are (i) the consideration of the sets\u003c\/p\u003e\u003cp\u003eof decision trees, rules and reducts; (ii) study of relationships among these\u003c\/p\u003e\u003cp\u003eobjects; (iii) design of algorithms for construction of trees, rules and reducts;\u003c\/p\u003e\u003cp\u003eand (iv) obtaining bounds on their complexity. Applications for supervised\u003c\/p\u003e\u003cp\u003emachine learning, discrete optimization, analysis of acyclic programs, fault\u003c\/p\u003e\u003cp\u003ediagnosis, and pattern recognition are considered also. This is a mixture of\u003c\/p\u003e\u003cp\u003eresearch monograph and lecture notes. It contains many unpublished results.\u003c\/p\u003e\u003cp\u003eHowever, proofs are carefully selected to be understandable for students.\u003c\/p\u003e\u003cp\u003eThe results considered in this book can be useful for researchers in machine\u003c\/p\u003e\u003cp\u003elearning, data mining and knowledge discovery, especially for those who are\u003c\/p\u003e\u003cp\u003eworking in rough set theory, test theory and logical analysis of data. The book\u003c\/p\u003e\u003cp\u003ecan be used in the creation of courses for graduate students.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2013-08-03\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783642269011\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-642-20995-6\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 182\u003c\/p\u003e ","brand":"Springer Berlin Heidelberg","offers":[{"title":"Default Title","offer_id":45378578055308,"sku":"9783642269011","price":98.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783642269011.jpg?v=1775006861","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783642269011","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}