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Inductive learning theory and its application to experimental asset markets

Research Project

Project/Area Number 26285043
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Economic theory
Research InstitutionWaseda University (2016-2017)
University of Tsukuba (2014-2015)

Principal Investigator

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

Co-Investigator(Kenkyū-buntansha) 秋山 英三  筑波大学, システム情報系, 教授 (40317300)
Research Collaborator HANAKI Nobuyuki  ソフィアアンティポリス大学, 経済経営学部, 教授
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥15,210,000 (Direct Cost: ¥11,700,000、Indirect Cost: ¥3,510,000)
Fiscal Year 2017: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2016: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2015: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2014: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Keywords帰納的学習 / 帰納的ゲーム理論 / 資産取引実験 / 資産価格バブル / 高次認識 / 経験 / 期待形成 / バブル / 価格予測 / 認識論 / 経済理論 / ゲーム理論 / 学習理論 / 認識と意思決定 / 金融政策 / 量的緩和 / 資産価格 / 金融論 / 実験経済学 / ゲーム論理 / 動的認識論理 / 構造学習 / 国際研究者交流 / 認識 / 長期契約 / 経済実験
Outline of Final Research Achievements

The purpose of this project is to construct inductive learning theory to describe learning process of bounded rational decision makers, which is based on their experiences. We focused on experimental asset markets, and analyzed their behavioral data for the following purposes: (i) Classification of subjects’ rationality, (ii) Extraction of effects of their higher order beliefs, (iii) Their predictions of future prices, and (iv) Effects of their heterogeneous experiences. As a result, we found that the bubble of asset prices is facilitated by heterogeneous cognitive abilities, and is due to subjects’ higher order beliefs. Furthermore, we also observed that the experienced subjects in experimental markets adaptively learn price paths in their present markets. In addition, we show a new methodology of experimental assets markets to control subjects’ incentive when they have more incentives.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (31 results)

All 2018 2017 2016 2015 2014 Other

All Int'l Joint Research (4 results) Journal Article (15 results) (of which Int'l Joint Research: 8 results,  Peer Reviewed: 10 results,  Open Access: 9 results,  Acknowledgement Compliant: 3 results) Presentation (10 results) (of which Int'l Joint Research: 7 results) Remarks (2 results)

  • [Int'l Joint Research] Universit´e Nice Sophia Antipolis(フランス)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of California, Berkeley(米国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of California, Davis(米国)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] University of Nice Sophia Antipolis(France)

    • Related Report
      2015 Annual Research Report
  • [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 Annual Research 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 Annual Research 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 Annual Research 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 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A Quantitative Easing Experiment2017

    • Author(s)
      Adrian Penalver, Nobuyuki Hanaki, Yukihiko Funaki, and Ryuichiro Ishikawa
    • Journal Title

      SSRN

      Volume: 3082796 Pages: 1-49

    • NAID

      40022501469

    • Related Report
      2017 Annual Research Report
    • 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 Annual Research Report
    • Open Access / Int'l Joint Research
  • [Journal Article] Flat bubbles in long-horizon experiments: Results from two market conditions2017

    • Author(s)
      Tomoe Hoshihata, Ryuichiro Ishikawa, Nobuyuki Hanaki, and Eizo Akiyama
    • Journal Title

      GREDEG Working Papers Series

      Volume: 2017-32 Pages: 1-36

    • Related Report
      2017 Annual Research Report
    • 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, Ryuichiro Ishikawa
    • Journal Title

      GREDEG Working Papers

      Volume: 8 Pages: 1-31

    • Related Report
      2016 Annual Research Report
    • Open Access / Int'l Joint Research
  • [Journal Article] It is not just confusion! Strategic uncertainty in an experimental asset market2016

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

      Economic Journal

      Volume: n/a

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Heterogeneity of link weight and the evolution of cooperation2016

    • Author(s)
      Iwata, M., & Akiyama, E.
    • Journal Title

      Physica A

      Volume: 448 Pages: 224-234

    • DOI

      10.1016/j.physa.2015.12.047

    • NAID

      120007129619

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Heterogeneous Information in Experimental Asset Markets2015

    • Author(s)
      2.Hironori Tsuruzono, Yoichiro Fujii, Tatsuya Goto, Yoshinori Hattori, and Ryuichiro Ishikawa
    • Journal Title

      Annual Research Bulletin of Osaka Sangyo University

      Volume: 16 Pages: 23-55

    • NAID

      110009921092

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 仲介者と取引するトレーダーの曖昧性忌避とリスク回避 ―経済実験による検証―2015

    • Author(s)
      藤倉崇晃, 小川一仁, 秋山英三
    • Journal Title

      応用経済学研究

      Volume: 8 Pages: 69-94

    • NAID

      40020413615

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Heterogeneous Information in Experimental Asset Markets2015

    • Author(s)
      Hironori Tsuruzono, Yoichiro Fujii, Tatsuya Goto, Yoshinori Hattori, and Ryuichiro Ishikawa
    • Journal Title

      Annual Research Bulletin of Osaka Sangyo University

      Volume: -

    • NAID

      110009921092

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] It is not just confusion! Strategic uncertainty in an experimental asset market2015

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

      Economic Journal

      Volume: -

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] How do experienced traders respond to inflows of inexperienced traders? An experimental analysis2014

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

      Journal of Economic Dynamics and Control

      Volume: 45 Pages: 1-18

    • DOI

      10.1016/j.jedc.2014.05.007

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] Difference of Price dynamics between trading institutions in longtime-horizon experimental asset markets2016

    • Author(s)
      石川竜一郎
    • Organizer
      2016 North American Regional Economic Science
    • Place of Presentation
      Tucson, Arizona, USA
    • Year and Date
      2016-11-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Diversity in cognitive ability enlarges mispricing2016

    • Author(s)
      Eizo Akiyama
    • Organizer
      International Conference on Socio-economic systems with ICT and Networks
    • Place of Presentation
      東京大学(東京都文京区)
    • Year and Date
      2016-03-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Diversity in cognitive ability enlarges mispricing2015

    • Author(s)
      Eizo Akiyama
    • Organizer
      Consciousness and Intention in Economics and Philosophy
    • Place of Presentation
      京都産業大学(京都府京都市)
    • Year and Date
      2015-12-11
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Repeated Bilateral Contracting underUnawareness2015

    • Author(s)
      Ryuichiro Ishikawa
    • Organizer
      East Asian Game Theory Conference
    • Place of Presentation
      早稲田大学(東京都新宿区)
    • Year and Date
      2015-08-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] How Do Experienced Traders Respond to in Ows of Inexperienced traders? An Experimental Analysis2015

    • Author(s)
      Eizo Akiyama
    • Organizer
      Kyoto Workshop on Experimental Economics 2015
    • Place of Presentation
      京都大学(京都府京都市)
    • Year and Date
      2015-07-13
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] How Do Experienced Traders Respond to in Ows of Inexperienced traders? An Experimental Analysis2015

    • Author(s)
      Eizo Akiyama
    • Organizer
      Computational Economics and Finance (CEF2015)
    • Place of Presentation
      Taiwan, Taipei
    • Year and Date
      2015-06-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Repeated Bilateral Contracting under Unawareness2015

    • Author(s)
      Ryuichiro Ishikawa
    • Organizer
      Joint conference of "Logic, Game Theory, and Social Choice 8" and "The 8th Pan-Pacific Conference on Game Theory”
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2015-05-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Interbank market contagionby mark-to-market accounting2014

    • Author(s)
      Ryuichiro Ishikawa
    • Organizer
      Theory Seminar at UC Davis
    • Place of Presentation
      UC Davis, USA
    • Year and Date
      2014-11-25
    • Related Report
      2014 Annual Research Report
  • [Presentation] Heterogeneous Information in Experimental Asset Markets2014

    • Author(s)
      Ryuichiro Ishikawa
    • Organizer
      14th SAET Conference on Current Trends in Economics
    • Place of Presentation
      Waseda University, Tokyo
    • Year and Date
      2014-08-19 – 2014-08-21
    • Related Report
      2014 Annual Research Report
  • [Presentation] Belief revision for inductive game theory2014

    • Author(s)
      Ryuichiro Ishikawa
    • Organizer
      Interdisciplinary Workshop on "Game Theory at UC Davis"
    • Place of Presentation
      UC Davis, USA
    • Year and Date
      2014-04-25
    • Related Report
      2014 Annual Research Report
  • [Remarks] Ryuichiro Ishikawa's HP

    • URL

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

    • Related Report
      2017 Annual Research Report
  • [Remarks] 石川竜一郎のHP

    • URL

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

    • Related Report
      2016 Annual Research Report

URL: 

Published: 2014-04-04   Modified: 2022-02-16  

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