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Effect of Simpson's Paradox on Market Basket Analysis

並列摘要


Association rules discovery is an important database mining algorithm that finds interesting association or correlation relationships among a set of items. One of the well-studied problems in data mining is pruning for association rules in Market Basket Analysis. In this paper, we address the effect of Simpson's Paradox on the decision maker in Market Basket Analysis and proposed a method, called common improvement, to handle Simpson's Paradox in selecting association rules. The proposed method is suited for detecting association rules that are likely to be ignored from the existing methods.

參考文獻


Fabris, C. C.,Freitas A. A.(1999).Discovering surprising patterns by detecting occurrences of Simpson`s paradox.Research and Development in Intelligent Systems XVI (Proc. ES99, The 19th SGES Int. Conf. on Knowledge-Based Systems and Applied Artificial Intelligence).148-160.
Freitas, A. A.(1997).Generic, Set-oriented Primitives to Support Data-parallel Knowledge Discovery in Relational Database Systems.University of Essex.
Freitas, A. A.(1998).On objective measures of rule Surprisingness. Principles of Data Mining & Knowledge Discovery.Artificial Intelligence.1510,1-9.
George, J. H.(1997).Enhancements to the Data Mining Process.PhD thesis. Computer Science Department, School of Engineering, Stanford University.
Megaputer Intelligence Inc.

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