使用平均约束发现具有几个最小阈值的有趣有效性项集

Weimin Ouyang
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引用次数: 0

摘要

有趣有效性项集的发现一直是数据挖掘和知识发现领域的研究热点。以往文献中关于有效性挖掘的研究大多采用个体最小有效性阈值来确定一个项目是否为有趣的有效性项目。然而,个体的最小有效性阈值不能表达不同项目的不同性质。本文提出了一种利用平均约束发现具有多个最小阈值的感兴趣有效项集的算法。测试报告表明,我们的算法在性能上优于其他基准算法。
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Discovery of interesting effectiveness itemsets with several minimal thresholds using average constraint
Discovery of interesting effectiveness itemsets has been a hot topics in data mining and knowledge discovery. Most previous researches related to effectiveness mining in literature employ a individual minimal threshold of effectiveness to decide on if an item is a interesting effectiveness item. Nevertheless, a individual minimal threshold of effectiveness could not express the varied natures of diverse items. In this paper, the author put forward a algorithm to discover interesting effectiveness itemsets with several minimal thresholds using average constraint. The reports of tests demonstrated that our algorithm is better than other baseline algorithms in performance.
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