An efficient algorithm for incremental mining of sequential patterns

被引:0
|
作者
Ren, Jia-Dong [1 ]
Zhou, Xiao-Lei [1 ]
机构
[1] Yanshan Univ, Coll Informat Sci & Engn, Qinhuangdao 066004, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Mining of sequential patterns is an important issue among the various data mining problems. The problem of incremental mining of sequential patterns deserves as much attention. In this paper, we consider the problem of the incremental updating of sequential pattern mining when some transactions and/or data sequences are deleted from the original sequence database. We present a new algorithm, called IU_D, for mining frequent sequences so as to make full use of information obtained during an earlier mining process for reducing the cost of finding new sequential patterns in the updated database. The results of our experiment show that the algorithm performs significantly faster than the naive approach of mining the entire updated database from scratch.
引用
收藏
页码:179 / 188
页数:10
相关论文
共 50 条
  • [1] A fuzzy data mining algorithm for incremental mining of quantitative sequential patterns
    Subramanyam, RBV
    Goswami, A
    INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2005, 13 (06) : 633 - 652
  • [2] A high efficient algorithm of mining sequential patterns
    Qin, F
    Yang, XB
    PROCEEDINGS OF THE 3RD WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-5, 2000, : 3750 - 3752
  • [3] Incremental Mining Algorithm of Sequential Patterns Based on Sequence Tree
    Liu, Jiaxin
    Yan, Shuting
    Wang, Yanyan
    Ren, Jiadong
    2010 INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT (CCCM2010), VOL IV, 2010, : 1 - 4
  • [4] Incremental Mining Algorithm of Sequential Patterns Based on Sequence Tree
    Liu, Jiaxin
    Yan, Shuting
    Wang, Yanyan
    Ren, Jiadong
    ADVANCES IN INTELLIGENT SYSTEMS, 2012, 138 : 61 - 67
  • [5] An efficient incremental algorithm for mining web traversal patterns
    Yen, SJ
    Lee, YS
    Hsieh, MC
    ICEBE 2005: IEEE INTERNATIONAL CONFERENCE ON E-BUSINESS ENGINEERING, PROCEEDINGS, 2005, : 274 - 281
  • [6] Incremental Mining Algorithm of Sequential Patterns Based on Frequent Sequence Tree
    Liu, Jiaxin
    Yan, Shuting
    Ren, Jiadong
    ADVANCED RESEARCH ON AUTOMATION, COMMUNICATION, ARCHITECTONICS AND MATERIALS, PTS 1 AND 2, 2011, 225-226 (1-2): : 422 - 427
  • [7] Incremental Mining of High Utility Sequential Patterns in Incremental Databases
    Wang, Jun-Zhe
    Huang, Jiun-Long
    CIKM'16: PROCEEDINGS OF THE 2016 ACM CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, 2016, : 2341 - 2346
  • [8] An efficient incremental algorithm for mining web navigation patterns with dynamic thresholds
    Ying, Jia-Ching
    Tseng, Vincent S.
    ICIC Express Letters, 2010, 4 (05): : 1625 - 1630
  • [9] Designing incremental mining algorithms of sequential patterns
    Zhou, Bin
    Wu, Quanyuan
    Gao, Hongkui
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2000, 37 (10): : 1160 - 1165
  • [10] Incremental mining of sequential patterns in large databases
    Masseglia, F
    Poncelet, P
    Teisseire, M
    DATA & KNOWLEDGE ENGINEERING, 2003, 46 (01) : 97 - 121