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Data mining : concepts and techniques

Author: Jiawei Han; Micheline Kamber; Jian Pei, (Computer scientist)
Publisher: Amsterdam ; Boston : Elsevier/Morgan Kaufmann, ©2012.
Series: Morgan Kaufmann series in data management systems.
Edition/Format:   Print book : English : 3rd edView all editions and formats
Summary:
"This 3rd edition presents dozens of algorithms and implementation examples, all in pseudo-code and suitable for use in real-world, large-scale data mining projects. It addresses advanced topics such as mining object-relational databases, spatial databases, multimedia databases, time-series databases, text databases, the World Wide Web, and applications in several fields. The work also provides a comprehensive,  Read more...
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Document Type: Book
All Authors / Contributors: Jiawei Han; Micheline Kamber; Jian Pei, (Computer scientist)
ISBN: 9780123814791 0123814790
OCLC Number: 711777246
Description: xxxv, 703 pages : illustrations ; 25 cm.
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.
Series Title: Morgan Kaufmann series in data management systems.
Responsibility: Jiawei Han, Micheline Kamber, Jian Pei.

Abstract:

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  Read more...

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"A well-written textbook (2nd ed., 2006; 1st ed., 2001) on data mining or knowledge discovery. The text is supported by a strong outline. The authors preserve much of the introductory material, but Read more...

 
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