Sequential Pattern Mining Algorithm Based on Interestingness

被引:0
|
作者
Li, Tao [1 ]
Zhang, Shuaichi [1 ]
Chen, Hui [1 ]
Ren, Yongjun [2 ]
Li, Xiang [1 ]
Ren, Yongzhen [1 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Coll Elect & Informat Engn, Nanjing, Jiangsu, Peoples R China
[2] Nanjing Univ Informat Sci & Technol, Coll Comp & Software, Nanjing, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
data mining; pattern mining; interestingness; bitmap;
D O I
10.1109/IC3.2018.00024
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
As an important task of data mining, sequential pattern mining is also an important and challenging task in many practical applications. Traditional sequential pattern mining algorithms usually use frequent patterns as interesting sequence patterns, but frequency is not always a good proxy for interestingness This paper proposes a sequential patterns mining algorithm based on interestingness, using the branch and bound method of OPUS to traversal all possible candidate sequences. Algorithm uses bitmap as data structure to reduce storage space and experimental results on synthetic data with known patterns and experimental results confirms the validity of proposed algorithm.
引用
收藏
页码:69 / 74
页数:6
相关论文
共 50 条
  • [31] An efficient interestingness based algorithm for mining association rules in medical databases
    Wasan, Siri Krishan
    Bhatnagar, Vasudha
    Kaur, Harleen
    [J]. ADVANCES AND INNOVATIONS IN SYSTEMS, COMPUTING SCIENCES AND SOFTWARE ENGINEERING, 2007, : 167 - +
  • [32] Application of Sequential Pattern Mining Algorithm in Commodity Management
    Wang, Xiaoli
    Wang, Fang
    Yan, Shi
    Liu, ZhanBo
    [J]. JOURNAL OF ELECTRONIC COMMERCE IN ORGANIZATIONS, 2018, 16 (03) : 94 - 106
  • [33] An Efficient Algorithm for Sequential Pattern Mining With Time Constraints
    Tao, Zaiping
    [J]. MATERIAL AND MANUFACTURING TECHNOLOGY II, PTS 1 AND 2, 2012, 341-342 : 530 - 534
  • [34] An efficient algorithm for mining condensed sequential pattern bases
    Wang, Tao
    [J]. KYBERNETES, 2012, 41 (09) : 1289 - 1296
  • [35] A Fuzzy Constrained Stream Sequential Pattern Mining Algorithm
    Shaken, Omid
    Pedram, Mir Mohsen
    Kelarestaghi, Manoochehr
    [J]. 2014 7th International Symposium on Telecommunications (IST), 2014, : 20 - 24
  • [36] An Efficient Algorithm for High Utility Sequential Pattern Mining
    Wang, Jun-Zhe
    Yang, Zong-Hua
    Huang, Jiun-Long
    [J]. FRONTIER AND INNOVATION IN FUTURE COMPUTING AND COMMUNICATIONS, 2014, 301 : 49 - 56
  • [37] Algorithm for Mining Sequential Pattern in Time Series Data
    Zhu, Chong
    Zhang, Xiangli
    Sun, Jingguo
    Huang, Bin
    [J]. 2009 WRI INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND MOBILE COMPUTING: CMC 2009, VOL 3, 2009, : 258 - 262
  • [38] A sequential pattern mining algorithm for misuse intrusion detection
    Song, SJ
    Huang, ZG
    Hu, HP
    Jin, SY
    [J]. GRID AND COOPERATIVE COMPUTING GCC 2004 WORKSHOPS, PROCEEDINGS, 2004, 3252 : 458 - 465
  • [39] A closed sequential pattern mining algorithm in time order
    Fu, Yu
    Yu, Yan-Hua
    Song, Mei-Na
    Zhan, Xiao-Su
    [J]. Beijing Youdian Daxue Xuebao/Journal of Beijing University of Posts and Telecommunications, 2013, 36 (04): : 19 - 22
  • [40] Sequential pattern mining algorithm for automotive warranty data
    Buddhakulsomsiri, Jirachai
    Zakarian, Armen
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2009, 57 (01) : 137 - 147