Mining Sequential Patterns with Wildcards and the One-Off Condition
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    Abstract:

    There is a huge wealth of sequence data available in real-world applications. The task of sequential pattern mining serves to mine important patterns from the sequence data. Given a sequence S, a certain threshold, and gap constraints, this paper aims to discover frequent patterns whose supports in S are no less than the given threshold value. There are flexible wildcards in pattern P, and the number of the wildcards between any two successive elements of P fulfills the user-specified gap constraints. The study designs an efficient mining algorithm: One-Off Mining, whose mining process satisfies the One-Off condition under which each character in the given sequence can be used at most once in all occurrences of a pattern. Experiments on DNA sequences show that this method performs better in time and completeness than the related sequential pattern mining algorithms.

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吴信东,谢飞,黄咏明,胡学钢,高隽.带通配符和One-Off条件的序列模式挖掘.软件学报,2013,24(8):1804-1815

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History
  • Received:August 05,2011
  • Revised:September 12,2012
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  • Online: July 26,2013
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