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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Data Mining for Association Rules and Sequential Patterns
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Beschreibung
Data mining includes a wide range of activities such as classification, clustering, similarity analysis, summarization, association rule and sequential pattern discovery, and so forth. The book focuses on the last two previously listed activities. It provides a unified presentation of algorithms for association rule and sequential pattern discovery. For both mining problems, the presentation… relies on the lattice structure of the search space. All algorithms are built as processes running on this structure. Proving their properties takes advantage of the mathematical properties of the structure. Part of the motivation for writing this book was postgraduate teaching. One of the main intentions was to make the book a suitable support for the clear exposition of problems and algorithms as well as a sound base for further discussion and investigation. Since the book only assumes elementary mathematical knowledge in the domains of lattices, combinatorial optimization, probability calculus, and statistics, it is fit for use by undergraduate students as well. The algorithms are described in a C-like pseudo programming language. The computations are shown in great detail. This makes the book also fit for use by implementers: computer scientists in many domains as well as industry engineers. 106,99 €
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Technische Daten
Erscheinungsdatum
14.09.2012
Sprache
Englisch
EAN
9781461265115
Herausgeber
Springer US
Sonderedition
Nein
Autor
Jean-Marc Adamo
Seitenanzahl
254
Einbandart
Broschiert
Buch Untertitel
Sequential and Parallel Algorithms
Schlagwörter
combinatorial optimization, complexity, computational complexity, computer science, data mining, database, knowledge, optimization, proving, algorithm analysis and problem complexity
Thema-Inhalt
UN - Datenbanken
UNH - Informationsrückgewinnung, Information Retrieval
UND - Data Warehousing
UYQ - Künstliche Intelligenz
UMB - Algorithmen und Datenstrukturen
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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