A Learning Classifier System Based on Genetic Network Programming

被引：6
|
作者：
Li, Xianneng [1 ]
Hirasawa, Kotaro [1 ]
机构：
[1] Waseda Univ, Grad Sch Informat Prod & Syst, Tokyo, Japan
来源：
2013 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2013) | 2013年
关键词：
learning classifier systems; genetic network programming; niching; fitness sharing; reinforcement learning; ALGORITHM;
D O I：
10.1109/SMC.2013.229
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
Recent advances in Learning Classifier Systems (LCSs) have shown their sequential decision-making ability with a generalization property. In this paper, a novel LCS named eXtended rule-based Genetic Network Programming (XrGNP) is proposed. Different from most of the current LCSs, the rules are represented and discovered through a graph-based evolutionary algorithm GNP, which consequently has the distinct expression ability to model and evolve the decision-making rules. XrGNP is described in details in which its unique features are explicitly mapped. Experiments on benchmark and real-world multi-step problems demonstrate the effectiveness of XrGNP.
引用
收藏
页码：1323 / 1328
页数：6
相关论文
共 50 条
  • [21] Revisiting genetic selection in the XCS learning classifier system
    Kharbat, F
    Bull, L
    Odeh, M
    2005 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-3, PROCEEDINGS, 2005, : 2061 - 2068
  • [22] Elitist Generational Genetic Chromodynamics as a Learning Classifier System
    Stoean, Catalan
    Dumitrescu, Dumitru
    ANNALS OF THE UNIVERSITY OF CRAIOVA-MATHEMATICS AND COMPUTER SCIENCE SERIES, 2006, 33 : 132 - 140
  • [23] Heuristic learning based on genetic programming
    Drechsler, N
    Schmiedle, F
    Grosse, D
    Drechsler, R
    GENETIC PROGRAMMING, PROCEEDINGS, 2001, 2038 : 1 - 10
  • [24] Heuristic Learning Based on Genetic Programming
    Frank Schmiedle
    Nicole Drechsler
    Daniel Große
    Rolf Drechsler
    Genetic Programming and Evolvable Machines, 2002, 3 (4) : 363 - 388
  • [25] GENETIC ALGORITHMS, CLASSIFIER SYSTEMS AND GENETIC PROGRAMMING AND THEIR USE IN MODELS OF ADAPTIVE-BEHAVIOR AND LEARNING
    BIRCHENHALL, CR
    ECONOMIC JOURNAL, 1995, 105 (430): : 788 - 795
  • [26] A Multiclass Classifier Using Genetic Programming
    Chaudhari, Narendra S.
    Purohit, Anuradha
    Tiwari, Aruna
    2008 10TH INTERNATIONAL CONFERENCE ON CONTROL AUTOMATION ROBOTICS & VISION: ICARV 2008, VOLS 1-4, 2008, : 1884 - +
  • [27] Estimating Classifier Performance with Genetic Programming
    Trujillo, Leonardo
    Martinez, Yuliana
    Melin, Patricia
    GENETIC PROGRAMMING, 2011, 6621 : 274 - 285
  • [28] Elevator Group Supervisory Control System using Genetic Network Programming with reinforcement learning
    Zhou, J
    Eguchi, T
    Hirasawa, K
    Hu, JL
    Markon, S
    2005 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-3, PROCEEDINGS, 2005, : 336 - 342
  • [29] Guiding the Evolution of Genetic Network Programming with Reinforcement Learning
    Meng, QingBiao
    Mabu, Shingo
    Wang, Yu
    Hirasawa, Kotaro
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [30] Evaluation on the Robustness of Genetic Network Programming with Reinforcement Learning
    Mabu, Shingo
    Tjahjadi, Andre
    Sendari, Siti
    Hirasawa, Kotaro
    IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2010), 2010,
12345