计算机科学 ›› 2011, Vol. 38 ›› Issue (3): 224-230.

• 人工智能 • 上一篇    下一篇

序列模糊概念格模型及其渐进式构造

李云,袁运浩,盛艳,陈崚   

  1. (扬州大学信息工程学院 扬州225009)
  • 出版日期:2018-11-16 发布日期:2018-11-16
  • 基金资助:
    本文受国家自然科学基金(61070047,61070133,61003180),江苏省自然科学基金( BK2008206, BK2010311),江苏省教育厅自然科学基金(08KJB520012)资助。

Sequence Fuzzy Concept Lattice Model and Incremental Construction

LI Yun,YUAN Yun-hao,SHENG Yan,CHEN Ling   

  • Online:2018-11-16 Published:2018-11-16

摘要: 传统的序列模式挖掘主要是挖掘满足最小支持度的频繁序列,没有考虑序列在实际中的重要度。为了能够有效地挖掘重要的序列模式,提出了一种序列模糊概念格模型,对所有序列的项目引入了重要度权值,定义了序列的重要度及可以动态调整最小支持度minsup的自适应系数;扩展了模糊形式背景,使其能够方便地表示序列,定义了概念的Galois闭包连接、序列模糊概念及序列模糊格结构,并给出了序列模糊概念格的渐进式构造算法 ScqFuzCL。实验表明,序列模糊概念格模型可以方便有效地组织自适应序列模式,在时间与空间上都具有良好的性能,并为进一步挖掘自适应序列模式提供了理论支持。

关键词: 序列模式,模糊形式背景,模糊概念格,渐进式构造

Abstract: Traditional algorithms in mining sequence patterns only discover the frequent sequences satisfying the minimum support threshold minsup;however,these methods don't consider the importance of actual sequences. In order to mine the important sequence patterns satisfying users' many demands, this paper presented a new sequence fuzzy concept lattice model. The model firstly introduced the weight for each item in sequences. On the basis of the weight, we defined the weight of every sequence and the self-adaptive coefficient that may dynamically adjust the minimum support threshold minsup. And then the fuzzy formal context was extended to express sequences in brief. Making use of the sequcnce fuzzy formal context, Galois connection, sequence fuzzy conception and sequence fuzzy concept lattice were defined in the paper. At last, this article presented the incremental construction algorithm SeqFuzCL of the sequence fuzzy concept lattice. The experimental results show that the algorithm SeqFuzCL can effectively express self-adaptive sequcnce patterns in the lattice, and has excellent performance on the timcspatial complexity. Simultaneously, the model provides theoretic support for mining self-adaptive secauence patterns.

Key words: Sequence pattern, Fuzzy formal context, Fuzzy concept lattice, Incremental construction

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