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Knowledge Discovery and Data Mining : the Info-Fuzzy Network (IFN) Methodology

Author: Oded Maimon; Mark Last
Publisher: Boston, MA : Springer US, 2001.
Series: Massive computing, 1.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This book presents a unified approach to Knowledge Discovery and Data Mining, termed IFN for Information Fuzzy Network. The IFN methodology handles a selection of the most relevant features, extraction of informative rules and patterns, and post-processing of the extracted knowledge. This book provides detailed descriptions of the IFN algorithms and discusses real-world case studies from several application domains  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Oded Maimon; Mark Last
ISBN: 9781475732962 1475732961
OCLC Number: 851781335
Description: 1 online resource (xvii, 168 pages).
Contents: I Information-Theoretic Approach to Knowledge Discovery --
1 Introduction --
2 Automated Data Pre-Processing --
3 Information-Theoretic Connectionist Networks --
4 Post-Processing of Data Mining Results --
II Application Methodology and Case Studies --
5 Methodology of Application --
6 Case Studies --
III Comparative Study and Advanced Issues --
7 Comparative Study --
8 Advanced data mining methods --
9 Summary and Some Open Problems --
Appendix A --
1. Entropy H(X) --
2. Joint Entropy and Conditional Entropy --
3. Relative Entropy and Mutual Information --
Appendix B --
1. Breast Cancer Database --
2. Chess Endgames --
3. Credit Approval Database --
4. Diabetes Database --
5. Glass Identification Database --
6. Heart Disease (Cleveland) Database --
7. Iris Plants Database --
8. Liver Database --
9. Lung Cancer Database --
10. Wine Database.
Series Title: Massive computing, 1.
Responsibility: by Oded Maimon, Mark Last.

Abstract:

This book presents a specific and unified approach to Knowledge Discovery and Data Mining, termed IFN for Information Fuzzy Network methodology. The book has three main parts complemented by  Read more...

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