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Interesting Rules Mining with Deductive Method

机译:有趣的规则采用演绎方法挖掘

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In this paper, we propose a novel rule deductive method to mine the real demanded association rules for any given user. This method does not like the most existing methods that mine frequent itemsets starting from candidate two-itemsets to candidate (n-1)-itemsets with inductive method and produce huge rough rules on these frequent itemsets. On the contrary, it avoids producing huge amounts of frequent itemsets contained by their upper long frequent itemsets and can interact with users by making them pick up their rules. Moreover, it can do dynamic response to users in interested items to deduce the final interesting association any time when users want to check whether their interested frequent itemsets have been founded. Its several dynamic response strategies have been proposed. These dynamic response algorithms can find most long frequent itemsets in initial time. Therefore, users can find their interested rules in short time with high probability. So, our method also can be used applied in online data mining.
机译:在本文中,我们提出了一种新的规则演绎方法来挖掘任何给定用户的真正要求的关联规则。此方法不喜欢从候选双项集中到候选项目开始的最现有方法,以具有归纳方法的候选(N-1),并对这些频繁的项目集产生巨大的粗略规则。相反,它避免了它们上部长期频繁项目集中包含的大量频繁项目集,并通过使其拿起规则来与用户进行互动。此外,它可以对感兴趣的项目中的用户进行动态响应,以便在用户想要检查是否已创建其感兴趣的频繁项目集时随时推断出最终有趣的关联。已经提出了几种动态响应策略。这些动态响应算法可以在初始时间内找到最长的频繁项目集。因此,用户可以在短时间内找到其感兴趣的规则,具有很高的概率。因此,我们的方法也可以应用于在线数据挖掘中。

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