Evolutionary Multiobjective Optimization Algorithm with Designer's Evaluation for Fuzzy System Design

2008 Fiscal Year Final Research Report

• Project/Area Number: 18700228
• Research Category: Grant-in-Aid for Young Scientists (B)
• Allocation Type: Single-year Grants
• Research Field: Sensitivity informatics/Soft computing
• Research Institution: Osaka Prefecture University
• Principal Investigator: NOJIMA Yusuke Osaka Prefecture University, 大学院・工学研究科, 助教 (10382235)
• Project Period (FY): 2006 – 2008
• Keywords: ファジィ理論

Research Abstract

数値情報からの知識抽出やシステムのモデリングにおいて,ファジィシステムと進化型多目的最適を用いた手法を適用することで,異なる精度と複雑さを持つファジィシステムを同時に複数獲得することができる.本研究では,この手法を拡張し,解の探索過程に設計者或いは使用者の評価(選好)を取り入れた対話に基づく進化型多目的最適化手法の開発を行った.開発した手法をパターン識別問題,時系列情報の言語化,交通システムの解析等に応用した

Research Products

• [Journal Article] Parallel distributed genetic fuzzy rule selection (2009)
  • Author(s): Y. Nojima, H. Ishibuchi, and I. Kuwajima
  • Journal Title: Soft Computing vol. 13, no. 5 Pages: 511-519
• [Journal Article] Incorporation of user preference into multiobjective genetic fuzzy rule selection for pattern classification problems
  • Author(s): Y. Nojima and H. Ishibuchi
  • Journal Title: International Journal on Artificial Life and Robotics (採録決定)
• [Presentation] Interactive genetic fuzzy rule selection through evolutionary multiobjective optimization with user preference (2009)
  • Author(s): Y. Nojima and H. Ishibuchi
  • Organizer: Proc. of 2009 IEEE Symposium on Computational Intelligence in Multi-Criteria Decision-Making
  • Place of Presentation: Nashville, USA
  • Year and Date: 20090330-0402
• [Presentation] Application of interactive fuzzy data mining to the analysis of inter-vehicle communication in traffic simulations (2009)
  • Author(s): Y. Nojima, Y. Hamada, and H. Ishibuchi
  • Organizer: Proc. of 5th International Conference on Sciences of Electroni, Technologies of Information and Telecommunications
  • Place of Presentation: Hammamet, Tunisia
  • Year and Date: 20090322-26
• [Presentation] Data set subdivision for parallel distributed implementation of genetic fuzzy rule selection (2007)
  • Author(s): Y. Nojima, I. Kuwajima, and H. Ishibuchi
  • Organizer: Proc. Of 2007 IEEE International Conference on Fuzzy Systems
  • Place of Presentation: London, UK
  • Year and Date: 20070723-26