Journal of the Korean Institute of Intelligent Systems (한국지능시스템학회논문지)

Korean Institute of Intelligent Systems (한국지능시스템학회)
권호 표지

A Cluster validity Index for Fuzzy Clustering

  • Lee, Haiyoung (School of Electrical and Electronic Eng., Yeungnam University)
  • Published : 1999.12.01
Download PDF
⟨ Previous Next ⟩

Abstract

In this paper a new cluster validation index which is heuristic but able to eliminate the monotonically decreasing tendency occurring in which the number of cluster c gets very large and close to the number of data points n is proposed. We review the FCM algorithm and some conventional cluster validity criteria discuss on the limiting behavior of the proposed validity index and provide some numerical examples showing the effectiveness of the proposed cluster validity index.

Keywords

References

  1. Distributed Autonomous Robotic Systems Ⅰ, Ⅱ A. Asama(et al.)
  2. 대한전자공학회 논문지 v.34 no.3 자율이동로봇군의 협조행동을 위한 통신시스템의 개발 이동구;심귀보
  3. 대한전자공학회 논문지 v.34 no.8 강화학습과 분산유전알고리즘을 이용한 자율이동로봇군의 행동학습 및 진화 이동욱;심귀보
  4. 대한전자공학회 논문지 v.35 no.3 인공면역계 기반의 자율이동로못군의 협조행동전략 결정 이동욱;심귀보
  5. Immunology(4th ed.) I. Roitt;J. Brostoff;D. Male
  6. BIOLOGY: The Science of Life(3rd eds.) R. A. wallace;G. P. Sanders;R. J. Ferl
  7. Immunological Rev. v.79 Idiotopic Network and Other Preconceived Ideas N. K. Jerne
  8. Proc. of IROS 96 An Immune Algorithm for Multiagent: Application to Adaptive Noise Neutralization Y. Ishida;N. Adachi
  9. Evolutionary computation v.1 no.3 Using Genetic Algorithms to Explore Pattern Recognition in the Immune System S. Forrest;B. Javornik;R.E. Smith;A.S. Perelson
  10. Proc. of IROS 95 An Immunological Approach to Dynamic Behavior Control for Autonomous Mobile Robots A. Ishiguro;Y. watanabe;Y. Uchikawa
  11. Proc. of 4th Int. Conf. on Genetic Algorithms The Immune Recruitment Mechanism: A Selective Evolutinary Strategy H. Bersini;F. J. Varela
  12. Proc. of Int. Conf. on Robotics and Automation Micro Autonomous Robotic System and Biologically Inspired Immune Swarm Strategy as a Multi Agent Robotic System N. Mitsumoto(et al.)
  13. Proc. of IEEE Symp. on Security and Privacy An immunological Approach to Change Detection : Algorithms, Analysis and Implications P. D'haeseleer;S. Forrest;P. Helman
  14. Physica 22-D The immune system, adaptation, and machine learning J. D.Farmer;N. H. Packard;A.S. Perelson
  15. Proc. of IROS 96 Immunoid: An Architecture for Behavior Arbitration Based on the Immune Networks A. Ishiguro;Y. Shirai;T. Kendo;Y. Uchikawa