A Measurement-Theoretic Foundation of Rule Interestingness Evaluation.

作者: Yiyu Yao , Yaohua Chen , Xue Dong Yang

DOI:

关键词: JudgementPreferenceMeasure (data warehouse)Information retrievalFoundation (evidence)Mathematical propertiesEngineering

摘要: Many measures have been proposed and studied extensively in data mining for evaluating the interestingness (or usefulness) of discovered rules. They are usually defined based on structural characteristics or statistical information about The meaningfulness each measure was interpreted either intuitive arguments mathematical properties. There does not exist a framework which one is able to represent user judgment explicitly, precisely, formally. Since usefulness rules must be eventually judged by users, that takes preference judgement into consideration will very valuable. objective this paper propose such notion preference. results useful establishing measurementtheoretic foundation rule evaluation.

参考文章(45)
D Dubois, Belief structures, possibility theory and decomposable confidence measures on finite sets Computing and Informatics \/ Computers and Artificial Intelligence. ,vol. 5, pp. 403- 416 ,(1986)
Peter A. Facione, Donald Scherer, Thomas Attig, Values and society: An introduction to ethics and social philosophy ,(1978)
Robert J. Hilderman, Howard J. Hamilton, Knowledge discovery and measures of interest ,(2001)
Ke Wang, Yu He, User-Defined Association Mining pacific asia conference on knowledge discovery and data mining. pp. 387- 399 ,(2001) , 10.1007/3-540-45357-1_41
Ke Wang, Senqiang Zhou, Jiawei Han, Profit Mining: From Patterns to Actions extending database technology. pp. 70- 87 ,(2002) , 10.1007/3-540-45876-X_7
Gregory Piatetsky-Shapiro, Usama M. Fayyad, Padhraic Smyth, From data mining to knowledge discovery: an overview knowledge discovery and data mining. pp. 1- 34 ,(1996)
Peter C. Fishburn, Utility theory for decision making ,(1970)
Gregory Piatetsky-Shapiro, Discovery, Analysis, and Presentation of Strong Rules Knowledge Discovery in Databases. pp. 229- 238 ,(1991)