Post-mining of association rules techniques for effective knowledge extraction
by
 
Zhao, Yanchang, 1977-

Title
Post-mining of association rules techniques for effective knowledge extraction

Author
Zhao, Yanchang, 1977-

ISBN
9781605664057

Publication Information
Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2009.

Physical Description
electronic texts (xxi, 372 p. : ill.) : digital files.

Contents
Section I. Introduction -- 1. Association Rules: An Overview --
 
Section II. Identifying Interesting Rules -- 2. From Change Mining to Relevance Feedback: A Unified View on Assessing Rule Interestingness -- 3. Combining Data-Driven and User-Driven Evaluation Measures to Identify Interesting Rules -- 4. Semantics-Based Classification of Rule Interestingness Measures --
 
Section III. Post-Analysis and Post-Mining of Association Rules -- 5. Post-Processing for Rule Reduction Using Closed Set -- 6. A Conformity Measure Using Background Knowledge for Association Rules: Application to Text Mining -- 7. Continuous Post-Mining of Association Rules in a Data Stream Management System -- 8. QROC: A Variation of ROC Space to Analyze Item Set Costs/Benefits in Association Rules --
 
Section IV. Rule Selection for Classification -- 9. Variations on Associative Classifiers and Classification Results Analyses -- 10. Selection of High Quality Rules in Associative Classification --
 
Section V. Visualization and Representation of Association Rules -- 11. Meta-Knowledge Based Approach for an Interactive Visualization of Large Amounts of Association Rules -- 12. Visualization to Assist the Generation and Exploration of Association Rules -- 13. Frequent Closed Itemsets Based Condensed Representations for Association Rules --
 
Section VI. Maintenance of Association Rules and New Forms of Association Rules -- 14. Maintenance of Frequent Patterns: A Survey -- 15. Mining Conditional Contrast Patterns -- 16. Multidimensional Model-Based Decision Rules Mining -- Compilation of References -- About the Contributors -- Index.

Abstract
"This book provides a systematic collection on the post-mining, summarization and presentation of association rule, as well as new forms of association rules"--Provided by publisher.

Subject Term
Paired-association learning.
 
Association of ideas.
 
Data mining.

Added Author
Zhao, Yanchang, 1977-
 
Zhang, Chengqi, 1957-
 
Cao, Longbing, 1969-

Added Corporate Author
IGI Global.

Electronic Access
Chapter PDFs via platform: http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-60566-404-0


LibraryMaterial TypeItem BarcodeShelf NumberStatus
IYTE LibraryE-Book2261849-1001BF319.5 .P34 P67 2009EIGI Global