{"product_id":"data-classification","title":"Data Classification","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.\u003cbr\u003e\u003cbr\u003eThis comprehensive book focuses on three primary aspects of data classification:\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e \u003c\/p\u003e \u003c\/li\u003e\n\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\n\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\n\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\n\u003c\/ul\u003e","brand":"Taylor \u0026 Francis Inc","offers":[{"title":"Default Title","offer_id":54994407915864,"sku":"9781466586741","price":167.4,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9781466586741_dafe8fe9-a59b-49e7-80ff-897710567669.jpg?v=1779183065","url":"https:\/\/agendabookshop.com\/products\/data-classification","provider":"Agenda Bookshop","version":"1.0","type":"link"}