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020 _a9783030049218
_9
024 7 _a10.1007/978-3-030-04921-8
_2doi
040 _bspa
_dES-MaUEC
050 4 _aQA76.9.D343
_b2019 EB
245 0 0 _aHigh-Utility Pattern Mining :
_bTheory, Algorithms and Applications
_cedited by Philippe Fournier-Viger, Jerry Chun-Wei Lin, Roger Nkambou, Bay Vo, Vincent S. Tseng.
264 1 _aCham
_bSpringer International Publishing :
_bImprint: Springer
_c2019.
300 _a1 recurso en línea (VIII, 337 páginas)
_b123 ilustraciones,79 ilustraciones a color
347 _atext file
_bPDF
490 0 _aStudies in Big Data
_x2197-6503
_v51
505 0 _aIntroduction -- Problem Definition -- Algorithms -- Extensions of the Problem -- Research Opportunities -- Open-Source Implementations -- Conclusion.
520 3 _aThis 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. The 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.
650 7 _aData mining
_2embne
_9162648
700 1 _aFournier-Viger, Philippe.
_eeditor literario
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aLin, Jerry Chun-Wei.
_eeditor literario
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_997450
700 1 _aNkambou, Roger.
_eeditor literario
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aVo, Bay.
_eeditor literario
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aTseng, Vincent S.
_eeditor literario
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
710 2 _aSpringerLink (Online service)
_9106996
776 0 8 _iPrinted edition:
_z9783030049201
776 0 8 _iPrinted edition:
_z9783030049225
856 4 0 _uhttps://go.openathens.net/redirector/universidadeuropea.es?url=https://doi.org/10.1007/978-3-030-04921-8
_zAcceso a este recurso digital (usuarios Universidad Europea de Madrid)
490 0 _aIntelligent Technologies and Robotics (Springer-42732)
942 _2lcc
_cLE
988 _aPrimersemestre_2019_Robotics
998 _aSI
_a_alco
_a_vill
_b10/2019
_cm
_dz
_ea
_feng
_ggw
_h0
999 _c111290
_d111290
_x1