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Research on Algorithm for Mining Negative Association Rules Based on Frequent Pattern Tree

Research on Algorithm for Mining Negative Association Rules Based on Frequent Pattern Tree
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摘要 Typical association rules consider only items enumerated in transactions. Such rules are referred to as positive association rules. Negative association rules also consider the same items, but in addition consider negated items (i. e. absent from transactions). Negative association rules are useful in market-basket analysis to identify products that conflict with each other or products that complement each other. They are also very convenient for associative classifiers, classifiers that build their classification model based on association rules. Indeed, mining for such rules necessitates the examination of an exponentially large search space. Despite their usefulness, very few algorithms to mine them have been proposed to date. In this paper, an algorithm based on FP tree is presented to discover negative association rules. Typical association rules consider only items enumerated in transactions. Such rules are referred to as positive association rules. Negative association rules also consider the same items, but in addition consider negated items (i. e. absent from transactions). Negative association rules are useful in market-basket analysis to identify products that conflict with each other or products that complement each other. They are also very convenient for associative classifiers, classifiers that build their classification model based on association rules. Indeed, mining for such rules necessitates the examination of an exponentially large search space. Despite their usefulness, very few algorithms to mine them have been proposed to date. In this paper, an algorithm based on FP tree is presented to discover negative association rules.
出处 《Wuhan University Journal of Natural Sciences》 EI CAS 2006年第1期37-41,共5页 武汉大学学报(自然科学英文版)
基金 Supported by the National Natural Science Foun-dation of China(70371015) and the Science Foundation of JiangsuUniversity ( 04KJD001)
关键词 data mining FP-TREE Negative Association Rules data mining FP-tree Negative Association Rules
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参考文献1

  • 1Kamber HJ.MData Mining: Concepts and Techniques[]..2001

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