An artificial immune system for data analysis

被引：226
|
作者：
Timmis, J [1 ]
Neal, M
Hunt, J
机构：
[1] Univ Wales, Ctr Intelligent Syst, Dept Comp Sci, Aberystwyth SY23 3DB, Ceredigion, Wales
[2] Jay Dee Technol, Chippenham SN14 BTU, England
来源：
BIOSYSTEMS | 2000年 / 55卷 / 1-3期
关键词：
immune network; artificial immune system; unsupervised machine learning; visualisation; cluster analysis; self organising;
D O I：
10.1016/S0303-2647(99)00092-1
中图分类号：
Q [生物科学];
学科分类号：
07 ; 0710 ; 09 ;
摘要：
We present a simplified view of those parts of the human immune system which can be used to provide the basis for a data analysis tool. The motivation for and reasoning behind such a model is given and the desire for a 'transparent' model and meaningful visualization and interpretation techniques is noted. A minimalist formulation of an artificial immune system and some of its behaviour is described. A simple implementation and a suitable visualization technique are demonstrated using some trivial data and the famous 'iris' data set. (C) 2000 Elsevier Science Ireland Ltd. All rights reserved.
引用
收藏
页码：143 / 150
页数：8
相关论文
共 50 条
  • [41] Immunity by design: An artificial immune system
    Hofmeyr, SA
    Forrest, S
    [J]. GECCO-99: PROCEEDINGS OF THE GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 1999, : 1289 - 1296
  • [42] Artificial immune system for fraud detection
    Tuo, JY
    Ren, SJ
    Liu, WH
    Li, X
    Li, B
    Lei, L
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 1407 - 1411
  • [43] Revised Artificial Immune Recognition System
    Nebili, Wafa
    Farou, Brahim
    Kouahla, Zineddine
    Seridi, Hamid
    [J]. IEEE ACCESS, 2021, 9 : 167477 - 167488
  • [44] Artificial gravity and the immune system function
    Mehta, Satish
    Crucian, Brian
    Pierson, Duane
    Sams, Clarence
    Stowe, Raymond
    [J]. ARTIFICIAL GRAVITY, 2007, 20 : 271 - +
  • [45] Artificial Immune Intelligent Maintenance System
    Zuccolotto, Marcos
    [J]. 2014 12TH IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS (INDIN), 2014, : 795 - 798
  • [46] An Artificial Immune System for Phishing Detection
    Fang, Xing
    Koceja, Nicholas
    Zhan, Justin
    Dozier, Gerry
    Dipankar, Dasgupta
    [J]. 2012 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2012,
  • [47] Application fields on artificial immune system
    Zhou, JL
    Shen, JF
    Jiang, YS
    Wang, L
    [J]. ISTM/2005: 6TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-9, CONFERENCE PROCEEDINGS, 2005, : 1837 - 1840
  • [48] Artificial Immune System for Associative Classification
    Do, TD
    Hui, SC
    Fong, ACM
    [J]. ADVANCES IN NATURAL COMPUTATION, PT 2, PROCEEDINGS, 2005, 3611 : 849 - 858
  • [49] Artificial Immune System for Anomaly Detection
    Hong, Lu
    [J]. 2008 IEEE INTERNATIONAL SYMPOSIUM ON KNOWLEDGE ACQUISITION AND MODELING WORKSHOP PROCEEDINGS, VOLS 1 AND 2, 2008, : 340 - 343
  • [50] Evidential Artificial Immune Recognition System
    Lahsoumi, Abir
    Elouedi, Zied
    [J]. KNOWLEDGE SCIENCE, ENGINEERING AND MANAGEMENT, KSEM 2019, PT I, 2019, 11775 : 643 - 654
12345