A Multi-level Ant-based Algorithm for Fuzzy Data Mining

被引：0
|
作者：
Hong, Tzung-Pei [1 ]
Tung, Ya-Fang [3 ]
Wang, Shyue-Liang [2 ]
Wu, Yu-Lung [3 ]
机构：
[1] Natl Univ Kaohsiung, Dept CSIE, Kaohsiung, Taiwan
[2] Natl Univ Kaohsiung, Dept Informat Management, Kaohsiung, Taiwan
[3] I Shou Univ, Dept Info Management, Kaohsiung, Taiwan
来源：
2009 ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY | 2009年
关键词：
data mining; ant colony system; fuzzy set; membership function; multi-stage graph; TRADE-OFF; OPTIMIZATION; SYSTEM; NUMBER; COLONY; RULES;
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：
In the past, we proposed a mining algorithm to find suitable membership functions for fuzzy association rules based on the ant colony systems. In that approach, the precision was limited since binary bits were adopted to encode the membership functions. The paper thus extends the original approach for increasing the accuracy of the results by adding multi-level processing. The membership functions derived in a level will be refined in the next level. The final membership functions in the last level are then output to the rule-mining phase for finding fuzzy association rules.
引用
收藏
页码：482 / +
页数：2
相关论文
共 50 条
  • [1] An ant-based clustering algorithm in data mining
    Tang, Y
    Ma, YK
    SHAPING BUSINESS STRATEGY IN A NETWORKED WORLD, VOLS 1 AND 2, PROCEEDINGS, 2004, : 1101 - 1105
  • [2] MOGA for Multi-Level Fuzzy Data Mining
    Chen, Chun-Hao
    Ho, Chi-Hsuan
    Hong, Tzung-Pei
    Lin, Wei-Tee
    2012 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING (GRC 2012), 2012, : 32 - 37
  • [3] An ant-based algorithm for web content mining
    Su Yidan
    Gu Xinyi
    Dai Shengxiang
    ICCSE'2006: PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION: ADVANCED COMPUTER TECHNOLOGY, NEW EDUCATION, 2006, : 289 - 292
  • [4] A multi-level ant-colony mining algorithm for membership functions
    Hong, Tzung-Pei
    Tung, Ya-Fang
    Wang, Shyue-Liang
    Wu, Yu-Lung
    Wu, Min-Thai
    INFORMATION SCIENCES, 2012, 182 (01) : 3 - 14
  • [5] MAGMA: An algorithm for mining multi-level patterns in genomic data
    Lam, Winnie W. M.
    Chan, Keith C. C.
    Chiu, David Ky.
    Wong, Andrew K. C.
    2007 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE, PROCEEDINGS, 2007, : 89 - +
  • [6] An Improved Ant Algorithm for Fuzzy Data Mining
    Wu, Min-Thai
    Hong, Tzung-Pei
    Lee, Chung-Nan
    COMPUTATIONAL COLLECTIVE INTELLIGENCE: TECHNOLOGIES AND APPLICATIONS, PT II, 2010, 6422 : 344 - 351
  • [7] Improved multi-level association rule in mining algorithm based on a multidimensional data cube
    Wang, Yingjie
    Yu, Lili
    Wen, Qinrun
    Liu, Congli
    2013 3RD INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS, COMMUNICATIONS AND NETWORKS (CECNET), 2013, : 355 - 358
  • [8] An Ant-Based Algorithm for Clustering
    Elkamel, Akil
    Gzara, Mariem
    Jamoussi, Salma
    Ben-Abdallah, Hanene
    2009 IEEE/ACS INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS, VOLS 1 AND 2, 2009, : 76 - +
  • [9] Mining multi-level associations with fuzzy hierarchies
    Angryk, RA
    Petry, FE
    FUZZ-IEEE 2005: Proceedings of the IEEE International Conference on Fuzzy Systems: BIGGEST LITTLE CONFERENCE IN THE WORLD, 2005, : 785 - 790
  • [10] ANT-BASED CLUSTERING FOR FLOWGRAPH MINING
    Lewicki, Arkadiusz
    Pancerz, Krzysztof
    INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE, 2020, 30 (03) : 561 - 572
12345