{"product_id":"combinatorial-machine-learning-a-rough-set-approach-9783642269011","title":"Combinatorial Machine Learning: A Rough Set Approach","description":"\u003cp\u003e • Author(s): Mikhail Moshkov\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Artificial Intelligence - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\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 It contains many unpublished results.\u003c\/p\u003e\u003cp\u003eHowever, proofs are carefully selected to be understandable for students.\u003c\/p\u003e\u003cp\u003eThe results considered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","brand":"Springer","offers":[{"title":"Paperback","offer_id":45274369163415,"sku":"9783642269011","price":7277.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783642269011.webp?v=1769279723","url":"https:\/\/atlanticbooks.com\/products\/combinatorial-machine-learning-a-rough-set-approach-9783642269011","provider":"Atlantic Books","version":"1.0","type":"link"}