{"product_id":"9783319305134","title":"SpringerBriefs in Optimization","description":"\u003ch1\u003eSpringerBriefs in Optimization\u003c\/h1\u003e \u003ch2\u003eSavchenko, Andrey V.\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eA unified methodology for categorizing various complex\nobjects is presented in this book. Through probability theory, novel\nasymptotically minimax criteria suitable for practical applications in imaging\nand data analysis are examined including the special cases such as the\nJensen-Shannon divergence and the probabilistic neural network. An optimal\napproximate nearest neighbor search algorithm, which allows faster\nclassification of databases is featured. Rough set theory, sequential analysis\nand granular computing are used to improve performance of the hierarchical\nclassifiers. Practical examples in face identification (including deep neural\nnetworks), isolated commands recognition in voice control system and\nclassification of visemes captured by the Kinect depth camera are included.\nThis approach creates fast and accurate search procedures by using exact\nprobability densities of applied dissimilarity measures.\u003c\/p\u003e\u003cp\u003eThis\nbook can be used as a guide for independent study and as supplementary material\nfor a technically oriented graduate course in intelligent systems and data\nmining. Students and researchers interested in the theoretical and practical\naspects of intelligent classification systems will find answers to:\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e- Why conventional implementation of the naive Bayesian\napproach does not work well in image classification?\u003c\/p\u003e\u003cp\u003e- How to deal with insufficient performance of hierarchical\nclassification systems?\u003c\/p\u003e\u003cp\u003e\n\n\n\n\u003c\/p\u003e- Is it possible to prevent an exhaustive search of the\nnearest neighbor in a database?\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2016-05-12\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783319305134\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-319-30515-8\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 82\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":45383192019084,"sku":"9783319305134","price":49.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783319305134.jpg?v=1775790204","url":"https:\/\/lateknightbooks.com\/products\/9783319305134","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}