A novel data mining algorithm based on ant colony system

被引：0
|
作者：
Jiang, WJ [1 ]
Xu, YH [1 ]
Xu, YS [1 ]
机构：
[1] Zhuzhou Inst Technol, Dept Comp, Zhuzhou 412008, Peoples R China
来源：
PROCEEDINGS OF 2005 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-9 | 2005年
关键词：
data mining algorithm; Ant-Miner(I); Ant Colony System(ACS) algorithm;
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：
Data mining has become of great importance owing to ever-increasing amounts of data collected by large organizations. This paper propose an data mining algorithm called Ant-Miner(I),which is based on an improvement of Ant Colony System(ACS) algorithm. Experimental results show that Ant-Miner(I) has a higher predictive accuracy and much smaller rule list than the original Ant-Miner algorithm.
引用
收藏
页码：1919 / 1923
页数：5
相关论文
共 50 条
  • [41] An Ant Colony System Based Virtual Network Embedding Algorithm
    Wang, Jia-Bin
    Chen, Wei-Neng
    Cong, Hao
    Zhan, Zhi-Hui
    Zhang, Jun
    2017 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2017, : 1805 - 1810
  • [42] P System Framework for Ant Colony Algorithm in IoT Data Routing
    Gedminas, Aurimas
    Navakauskas, Dalius
    Duoba, Liudas
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2020, 11 (04) : 28 - 34
  • [43] A Novel Traffic Routing Method Using Hybrid Ant Colony System Based on Genetic Algorithm
    Dang-Nhac Lu
    Thi-Thu-Trang Ngo
    Duc-Nhan Nguyen
    Thi-Hau Nguyen
    Ha-Nam Nguyen
    2017 31ST INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING (ICOIN), 2017, : 584 - 589
  • [44] A data-aggregation algorithm based on Adaptive Ant Colony System in wireless sensor networks
    Li Zhiyu
    Shi Haoshan
    CISP 2008: FIRST INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOL 4, PROCEEDINGS, 2008, : 449 - 453
  • [45] A TRANSMISSION ALGORITHM OF ANT COLONY SYSTEM BASED LARGE-SCALE DATA FOR WSN NETWORK
    Liu, Liu
    Ming, Meng Luo
    Yang, Yang
    PROCEEDINGS OF 2016 4TH IEEE INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND INTELLIGENCE SYSTEMS (IEEE CCIS 2016), 2016, : 287 - 292
  • [46] The improved ant colony algorithm based on immunity system genetic algorithm and application
    Zhang, Caiqing
    Lu, Yanchao
    PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS, VOLS 1 AND 2, 2006, : 726 - 731
  • [47] A novel quantum ant colony optimization algorithm
    Wang, Ling
    Niu, Qun
    Fei, Minrui
    BIO-INSPIRED COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2007, 4688 : 277 - 286
  • [48] A novel ant colony optimization algorithm for clustering
    Zhang, Xin
    Peng, Hong
    Zheng, Qilun
    2006 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-4, 2006, : 1931 - +
  • [49] Research on a Novel Ant Colony Optimization Algorithm
    Yi, Gang
    Jin, Ming
    Zhou, Zhi
    ADVANCES IN NEURAL NETWORKS - ISNN 2010, PT 1, PROCEEDINGS, 2010, 6063 : 339 - +
  • [50] A novel quantum algorithm for ant colony optimisation
    Ghosh, Mrityunjay
    Dey, Nivedita
    Mitra, Debdeep
    Chakrabarti, Amlan
    IET QUANTUM COMMUNICATION, 2022, 3 (01): : 13 - 29
12345