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2005 Fiscal Year Final Research Report Summary

Studies on Flexibly Structured Models of Decision Making

Research Project

Project/Area Number 15540105
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field General mathematics (including Probability theory/Statistical mathematics)
Research InstitutionChiba University

Principal Investigator

KURANO Masami  Chiba Univ., Faculty of Education, Professor, 教育学部, 教授 (70029487)

Co-Investigator(Kenkyū-buntansha) KENMOCHI Nobuyuki  Chiba Univ., Faculty of Education, Professor, 教育学部, 教授 (00033887)
YASUDA Masami  Chiba Univ., Faculty of Science, Professor, 理学部, 教授 (00041244)
NAKAGAMI Jun-ichi  Chiba Univ., Faculty of Science, Professor, 理学部, 教授 (30092076)
KADOTA Yoshinobu  Wakayama Univ., Faculty of Education, Professor, 教育学部, 教授 (90116294)
YOSHIDA Yuji  Univ.of Kitakyushu, Faculty of Economics and Business Administration, Professor, 経済学部, 教授 (90192426)
Project Period (FY) 2003 – 2005
KeywordsFlexibly structured model / Markov decision process / Fuzzy dynamic programming / Adaptive Markov model / General utility model / Fuzzy stopping model / Perceptive information / Structured algorithm
Research Abstract

In this project, our objective is to establish the mathematical theory on decision making processes with more flexible sand soft structure, applying the ideas of symthesis and integration. To this end, we have dealt with various flexibly structured models.
The main research results are as follows.
1. Uncertain Markov decision processes (MDPs) with perception-based information
Formulating a fuzzy perceptive model for MDPs in which the perception for transition matrices is described by fuzzy sets, we have succeeds in deriving a fuzzy optimality relation to estimate the optimal fuzzy reward by which a soft computing algorithm becomes to be possible.
2. Adaptive Markov decision models
We have developed a learning algorithm of the reward-penalty type for the communicating case of multichain MDPs by which an adaptively optimal policy is constructed. Also, a numerical experiment has been done successfully.
3. Fuzzy stopping models and their applications to group decision processes
The perceptive fuzzy model for stopping problems has been formulated and the method of computing the fuzzy perceptive reward when stopped optimally has been obtained. These ideas are applied to develop a perception-based theory for a multivariate stopping problem with a monotone rule. Moreover, to some extent, it succeeds in applying our analytic results to finance engineering (American put option and so on).
4.Decision making models with general regret utility functions
The optimization problem of general regret utility case for countable sate semi-MDPs with an absorbing set is considered., We have succeeded in deriving the optimality equations which determine the optimal regret policy. These results has been extended to the case of multiple constraints

  • Research Products

    (12 results)

All 2006 2005 2004 2003

All Journal Article (12 results)

  • [Journal Article] Discounted Markov decision processes with utility constraints2006

    • Author(s)
      門田良信(共著)
    • Journal Title

      Computers & Mathematics with Applications 51

      Pages: 279-284

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Discounted Markov decision processes with utility constraints2006

    • Author(s)
      Kadota, Y., Kurano, M., Yasuda, M.
    • Journal Title

      Computers & Mathematics with Applications Vol.51

      Pages: 279-284

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] A discrete-time American put potion model with fuzziness of stock prices2005

    • Author(s)
      吉田祐治(共著)
    • Journal Title

      Fuzzy Optimization and Decision Making 4

      Pages: 191-207

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] A discrete-time American put option model with fuzziness of stock prices2005

    • Author(s)
      Yoshida, Y., Yasuda, M., Nakagami, T., Kurano, M.
    • Journal Title

      Fuzzy Optimization and Decision Making Vol.4

      Pages: 191-207

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] A fuzzy stopping problem with the concept of perception2004

    • Author(s)
      蔵野正美(共著)
    • Journal Title

      Fuzzy Optimization and Decision Making 3

      Pages: 367-374

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] A fuzzy stopping problem with the concept of perception2004

    • Author(s)
      Kurano, M., Yasuda, M., Nakagami, J., Yoshida, Y.
    • Journal Title

      Fuzzy Optimization and Decision Making Vol.3

      Pages: 367-374

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Markov decision processes with fuzzy rewards2003

    • Author(s)
      蔵野正美(共著)
    • Journal Title

      Journal of Nonlinear and Convex Analysis 4

      Pages: 105-115

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Fuzzy stopping problems in continuous-time fuzzy stochastic systems2003

    • Author(s)
      吉田祐治(共著)
    • Journal Title

      Fuzzy Sets and Systems 139

      Pages: 349-362

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] A multiobjective fuzzy stopping in a stochastic and fuzzy environment2003

    • Author(s)
      吉田祐治(共著)
    • Journal Title

      Computers & Mathematics with Applications 46

      Pages: 1165-1172

    • Description
      「研究成果報告書概要(和文)」より
  • [Journal Article] Markov decision processes with fuzzy rewards2003

    • Author(s)
      Kurano, M., Yasuda, M., Nakagami, J., Yoshida, Y.
    • Journal Title

      Journal of Nonlinear and Convex Analysis Vol.4

      Pages: 105-115

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] Fuzzy stopping problems in continuous-time fuzzy stochastic systems2003

    • Author(s)
      Yoshida, Y., Yasuda, M., Nakagami, T., Kurano, M.
    • Journal Title

      Fuzzy Sets and Systems Vol.139

      Pages: 349-362

    • Description
      「研究成果報告書概要(欧文)」より
  • [Journal Article] A multiobjective fuzzy stopping in a stochastic and fuzzy environment2003

    • Author(s)
      Yoshida, Y., Yasuda, M., Nakagami, T., Kurano, M.
    • Journal Title

      Computers & Mathematics with Applications Vol.46

      Pages: 1165-1172

    • Description
      「研究成果報告書概要(欧文)」より

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Published: 2007-12-13  

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