{"product_id":"data-classification-charu-c-aggarwal-9781466586741","title":"Data Classification: Algorithms and Applications","description":"\u003cp\u003e\u003cem\u003eComprehensive Coverage of the Entire Area of Classification\u003c\/em\u003eResearch on the problem of classification tends to be fragmented across such areas as pattern recognition, database, data mining, and machine learning. Addressing the work of these different communities in a unified way, \u003cstrong\u003eData Classification: Algorithms and Applications\u003c\/strong\u003e explores the underlying algorithms of classification as well as applications of classification in a variety of problem domains, including text, multimedia, social network, and biological data. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eThis comprehensive book focuses on three primary aspects of data classification: \u003cul\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003e \u003cem\u003eMethods: \u003c\/em\u003eThe book first describes common techniques used for classification, including probabilistic methods, decision trees, rule-based methods, instance-based methods, support vector machine methods, and neural networks.\u003c\/li\u003e \u003cli\u003e \u003ci\u003eDomains: T\u003c\/i\u003ehe book then examines specific methods used for data domains such as multimedia, text, time-series, network, discrete sequence, and uncertain data. It also covers large data sets and data streams due to the recent importance of the big data paradigm.\u003c\/li\u003e \u003cli\u003e \u003ci\u003eVariations: \u003c\/i\u003eThe book concludes with insight on variations of the classification process. It discusses ensembles, rare-class learning, distance function learning, active learning, visual learning, transfer learning, and semi-supervised learning as well as evaluation aspects of classifiers.\u003c\/li\u003e \u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Charu C. Aggarwal\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1466586745\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781466586741\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 07\/25\/2014\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 708\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 3.05lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.10h x 7.00w x 1.70d","brand":"Charu C. Aggarwal","offers":[{"title":"Hardcover","offer_id":48458530455807,"sku":"9781466586741","price":180.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_b99da842-95a4-408d-8a52-4dc1a87a0730.jpg?v=1777405003","url":"https:\/\/www.whiterainbookhouse.com\/products\/data-classification-charu-c-aggarwal-9781466586741","provider":"WR Book House","version":"1.0","type":"link"}