{"product_id":"9783030049201","title":"Studies in Big Data: Theory, Algorithms and Applications","description":"\u003ch1\u003eStudies in Big Data: Theory, Algorithms and Applications\u003c\/h1\u003e \u003ch2\u003eFournier-Viger, Philippe; Lin, Jerry Chun-Wei; Nkambou, Roger; Vo, Bay; Tseng, Vincent S.\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book presents an overview of techniques for discovering high-utility patterns (patterns with a high importance) in data. It introduces the main types of high-utility patterns, as well as the theory and core algorithms for high-utility pattern mining, and describes recent advances, applications, open-source software, and research opportunities. It also discusses several types of discrete data, including customer transaction data and sequential data.\u003c\/p\u003eThe book consists of twelve chapters, seven of which are surveys presenting the main subfields of high-utility pattern mining, including itemset mining, sequential pattern mining, big data pattern mining, metaheuristic-based approaches, privacy-preserving pattern mining, and pattern visualization. The remaining five chapters describe key techniques and applications, such as discovering concise representations and regular patterns.\u003cp\u003e\u003c\/p\u003e\n\n\u003cp\u003e \u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2019-01-31\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9783030049201\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-030-04921-8\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 337\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":44775472103564,"sku":"9783030049201","price":98.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783030049201.jpg?v=1775830169","url":"https:\/\/lateknightbooks.com\/products\/9783030049201","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}