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Data mining : concepts and techniques / Jiawei Han, Micheline Kamber, Jian Pei.

By: Han, Jiawei.
Contributor(s): Kamber, Micheline.
Material type: TextTextPublisher: Burlington, MA : Elsevier, c2011Edition: 3rd ed.Description: xxxv, 703 p. : ill. ; 25 cm.ISBN: 9780123814791.Subject(s): Data miningDDC classification: 006.312 Online resources: WorldCat details | E-book Fulltext
Contents:
Table of contents Introduction -- Getting to know your data -- Data processing -- Data warehousing and online analytical processing -- Data cube technology -- Mining frequent patterns, associations, and correlations : basic concepts and methods -- Advanced pattern mining -- Classification : basic concepts -- Classification : advanced methods -- Cluster analysis : basic concepts and methods -- Advanced cluster analysis -- Outlier detection -- Data mining trends and research frontiers.
Summary: Summary:Equips you with an understanding and application of the theory and practice of discovering patterns hidden in large data sets. This title focuses on important topics in the field: data warehouses and data cube technology, mining stream, mining social networks, and mining spatial, multimedia and other complex data.
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Includes Index.

Table of contents Introduction --
Getting to know your data --
Data processing --
Data warehousing and online analytical processing --
Data cube technology --
Mining frequent patterns, associations, and correlations : basic concepts and methods --
Advanced pattern mining --
Classification : basic concepts --
Classification : advanced methods --
Cluster analysis : basic concepts and methods --
Advanced cluster analysis --
Outlier detection --
Data mining trends and research frontiers.

Summary:Equips you with an understanding and application of the theory and practice of discovering patterns hidden in large data sets. This title focuses on important topics in the field: data warehouses and data cube technology, mining stream, mining social networks, and mining spatial, multimedia and other complex data.

Computer Science & Engineering

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