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Development of a Unified Decision-Making Model Based on probabilistic Logic Learning and Its Application to Experimental Economic Data

Research Project

Project/Area Number 17K18569
Research Category

Grant-in-Aid for Challenging Research (Exploratory)

Allocation TypeMulti-year Fund
Research Field Economics, Business Administration, and related fields
Research InstitutionWaseda University

Principal Investigator

Ishikawa Ryuichiro  早稲田大学, 国際学術院, 准教授 (80345454)

Project Period (FY) 2017-06-30 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥6,240,000 (Direct Cost: ¥4,800,000、Indirect Cost: ¥1,440,000)
Fiscal Year 2019: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2018: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2017: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords帰納的ゲーム理論 / ゲーム論理 / 動的認識論理 / 経験 / 資産取引実験 / コミュニケーション / 事例ベース推論 / 事例ベース意思決定理論 / ゲーム理論 / 帰納的学習 / 確率論理学
Outline of Final Research Achievements

I constructed a decision theory on inductive approach and examine empirical and experimental data of trades and consumptions. In the construction of a theory, I introduce unawareness structure into dynamic game logic and distinguish two different information: new information and information which an agent already holds but is not aware of the relevance. The theory gives a foundation of a behavioral model to explain their trades.
In the experimental and empirical analyses, I examined the trade data in experimental asset markets and the consumption data of experience goods. In asset market trading, I observed that the confidence level of the traders' forecasts activates asset trading. Although the empirical goods consumption data did not provide data on confidence in the satisfaction predictions that consumption brings about, we observed consumption behavior with high price sensitivity.

Academic Significance and Societal Importance of the Research Achievements

標準的ゲーム理論において想定される直面する状況を完全に把握し、その元で演繹的な推論を行う完全合理的主体の想定を緩め、限定合理的で経験を通じた帰納的推論を行う主体を想定した意思決定理論を構築した。経済理論がこれまで演繹的なアプローチに終始していた中、帰納的推論の観点から説明可能なこれまでとは異なる方法論に基づいた理論を構築している。このことは、人間の持つ帰納的能力の意思決定における役割を分析するための有用な枠組みになると考えている。また、帰納的推論は実験・実証データとの相性が良く、理論の科学的検証をより精緻に行うことにもつながる。このため、近年のデータサイエンスの発展の一助となる。

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (22 results)

All 2020 2019 2018 2017 Other

All Int'l Joint Research (8 results) Journal Article (7 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 5 results,  Open Access: 6 results) Presentation (6 results) (of which Int'l Joint Research: 3 results,  Invited: 1 results) Remarks (1 results)

  • [Int'l Joint Research] Ben-Gurion University of the Negev(イスラエル)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] University of Arizona(米国)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] Bocconi university(イタリア)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] University of Arizona(米国)

    • Related Report
      2018 Research-status Report
  • [Int'l Joint Research] Ben-Gurion University of the Negev(イスラエル)

    • Related Report
      2018 Research-status Report
  • [Int'l Joint Research] University of Nice Sophia Antipolis(フランス)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] Ben-Gurion University of the Negev(イスラエル)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] University of Arizona(米国)

    • Related Report
      2017 Research-status Report
  • [Journal Article] Service Switching in Case-based Decisions following Bad Experiences: Online reviews data of Japanese hairdressing salons2020

    • Author(s)
      Hiroki Takahashi, Nariaki Nishino, Ryuichiro Ishikawa
    • Journal Title

      ICCBR 2019 Workshop Proceedings (CEUR WS Proceedings)

      Volume: 2567 Pages: 74-84

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Dynamic Game Logic of Communication2019

    • Author(s)
      石川竜一郎
    • Journal Title

      Transactions of the Institute of Systems, Control and Information Engineers

      Volume: 32 Issue: 12 Pages: 429-438

    • DOI

      10.5687/iscie.32.429

    • NAID

      130007808905

    • ISSN
      1342-5668, 2185-811X
    • Year and Date
      2019-12-15
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Behavioral uncertainty and the dynamics of traders' confidence in their price forecasts2018

    • Author(s)
      Hanaki, N., Akiyama, E., and R. Ishikawa
    • Journal Title

      Journal of Economic Dynamics & Control

      Volume: 88 Pages: 121-136

    • DOI

      10.1016/j.jedc.2018.01.020

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Effects of different ways of incentivizing price forecasts on market dynamics and individual decisions in asset market experiments2018

    • Author(s)
      Hanaki, N., Akiyama, E., and R. Ishikawa
    • Journal Title

      Journal of Economic Dynamics & Control

      Volume: 88 Pages: 51-69

    • DOI

      10.1016/j.jedc.2018.01.018

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 論理実証主義からみる帰納的ゲーム理論2018

    • Author(s)
      石川竜一郎
    • Journal Title

      Waseda Global Forum

      Volume: 14 Pages: 41-60

    • NAID

      120006455188

    • Related Report
      2017 Research-status Report
  • [Journal Article] It is not just confusion! Strategic uncertainty in an experimental asset market2017

    • Author(s)
      Eizo Akiyama, Nobuyuki Hanaki & Ryuichiro Ishikawa
    • Journal Title

      Economic Journal

      Volume: 127 (605) Issue: 605 Pages: F563-F580

    • DOI

      10.1111/ecoj.12338

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Diversity in Cognitive Ability Enlarges Mispricing in Experimental Asset Markets2017

    • Author(s)
      Nobuyuki Hanaki, Eizo Akiyama, Yukihiko Funaki, and Ryuichiro Ishikawa
    • Journal Title

      GREDEG Working Papers Series

      Volume: 2017-08 Pages: 1-44

    • Related Report
      2017 Research-status Report
    • Open Access / Int'l Joint Research
  • [Presentation] Service Switching in Case-based Decisions following Bad Experiences: Online reviews data of Japanese hairdressing salons2019

    • Author(s)
      Ryuichiro Ishikawa
    • Organizer
      27th International conference on Case-based reasoning
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] コミュニケーションゲームにおける合理性2019

    • Author(s)
      石川竜一郎
    • Organizer
      計測自動制御学会 システム・情報部門学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] コミュニケーション場のメカニズムデザインにおける設計変数の抽出と検討2019

    • Author(s)
      谷口忠大
    • Organizer
      計測自動制御学会 システム・情報部門学術講演会2019
    • Related Report
      2019 Annual Research Report
  • [Presentation] Dynamic belief change in subjective games2018

    • Author(s)
      Ryuichiro Ishikawa
    • Organizer
      Society for the Advancement of Economic Theory
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Can Bubbles in Asset Markets be Explained by Heterogeneity of Beliefs?2018

    • Author(s)
      Ryuichiro Ishikawa
    • Organizer
      BEAM-ABEE Workshop
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 事例ベース意思決定理論に基づく推薦システム設計2018

    • Author(s)
      石川竜一郎
    • Organizer
      日本経営工学会2018年秋季大会
    • Related Report
      2018 Research-status Report
    • Invited
  • [Remarks] Ryuichiro Ishikawa's HP

    • URL

      http://www.f.waseda.jp/r.ishikawa/

    • Related Report
      2019 Annual Research Report 2017 Research-status Report

URL: 

Published: 2017-07-21   Modified: 2022-02-21  

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