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Decomposition Methodology For Knowledge Discovery And Data Mining: Theory And Applications (Machine Perception and Artificial Intelligence) [Hardcover]

By Oded Z. Maimon (Author) & Lior Rokach (Author)
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Item description for Decomposition Methodology For Knowledge Discovery And Data Mining: Theory And Applications (Machine Perception and Artificial Intelligence) by Oded Z. Maimon & Lior Rokach...

Data Mining is the science and technology of exploring data in order to discover previously unknown patterns. It is a part of the overall process of Knowledge Discovery in Databases (KDD). The accessibility and abundance of information today makes data mining a matter of considerable importance and necessity. This book provides an introduction to the field with an emphasis on advanced decomposition methods in general data mining tasks and for classification tasks in particular. The book presents a complete methodology for decomposing classification problems into smaller and more manageable sub-problems that are solvable by using existing tools. The various elements are then joined together to solve the initial problem.

The benefits of decomposition methodology in data mining include: increased performance (classification accuracy); conceptual simplification of the problem; enhanced feasibility for huge databases; clearer and more comprehensible results; reduced runtime by solving smaller problems and by using parallel/distributed computation; and the opportunity of using different techniques for individual sub-problems.



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Item Specifications...


Studio: World Scientific Publishing Company
Pages   323
Est. Packaging Dimensions:   Length: 8.98" Width: 6.3" Height: 1.1"
Weight:   1.41 lbs.
Binding  Hardcover
Release Date   Jul 30, 2005
Publisher   World Scientific Publishing Company
ISBN  9812560793  
ISBN13  9789812560797  


Availability  0 units.


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Product Categories

1Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > General
2Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Theory of Computing
3Books > Subjects > Computers & Internet > Databases > Data Storage & Management > Data Mining
4Books > Subjects > Computers & Internet > Databases > General
5Books > Subjects > Computers & Internet > Software
6Books > Subjects > Professional & Technical > Professional Science > Mathematics > Applied > Statistics
7Books > Subjects > Science > Mathematics > Applied > Probability & Statistics
8Books > Subjects > Science > Technology > General & Reference
9Books > Subjects > Science > Technology



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