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Prediction Models and Scale Invariance

Research Project

Project/Area Number 21654054
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeSingle-year Grants
Research Field Mathematical physics/Fundamental condensed matter physics
Research InstitutionKitasato University

Principal Investigator

MORI Shintaro  北里大学, 理学部, 講師 (70296424)

Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥1,980,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥180,000)
Fiscal Year 2011: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2010: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2009: ¥600,000 (Direct Cost: ¥600,000)
Keywords非平衡・非線形物理学 / 社会物理 / 情報カスケード / 予測モデル / スケール不変性 / 統計力学 / 確率モデル / 相転移 / 投票 / 集団知 / 群れ / 予測精度 / ランダムウォーク / 予測 / 競馬市場 / Accuracy Ratio / べき乗則 / カオス
Research Abstract

We have performed the analysis of the predictions in a race-track betting market, weather forecasts and credit risks from the view point of scale invariance. It was well known that the win bet fractions of horses in horse races are almost equal to the winning probabilities. We have found that if the win bet fraction is less than 1%, the coincidence does not hold. There, the power-law relation between the cumulative fractions of the winning horse and the losing horses holds. Starting from the discovery, we have proposed several stochastic models which focus on how the prediction are formed among many individuals. We have also performed social experiments to verify the predictions of the models. The most important result is that by the inherent nature of human to copy others, there occurs a phase transition on the macroscopic level.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (16 results)

All 2011 2010 2009 Other

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (8 results) Remarks (1 results)

  • [Journal Article] Digital Herders and Phase transition in a Voting model2011

    • Author(s)
      M. Hiasakado and S. Mori
    • Journal Title

      J. Phys. A, Math. Theor

      Volume: 44巻 Issue: 27 Pages: 75204-75220

    • DOI

      10.1088/1751-8113/44/27/275204

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Phase transition and information cascade in voting model2011

    • Author(s)
      M. Hisakado and S. Mori
    • Journal Title

      J. Phys. A, Math. Theor

      Volume: 43巻 Issue: 31 Pages: 315207-315219

    • DOI

      10.1088/1751-8113/43/31/315207

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Moody's Correlated Binomial Default Distributions for Inhomogeneous Portfolios2011

    • Author(s)
      S. Mori, K. Kitsukawa and M. Hisakado
    • Journal Title

      Quantitaive Finance

      Volume: 11巻、3号 Pages: 391-405

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Exact scale invariance in mixing of binary candidates in voting model2010

    • Author(s)
      S. Mori and M. Hisasakdo
    • Journal Title

      J. Phys. Soc. Jpn

      Volume: 79巻、3号 Issue: 3 Pages: 34001-34008

    • DOI

      10.1143/jpsj.79.034001

    • NAID

      40017011726

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Phase transition and information cascade in a voting model2010

    • Author(s)
      久門正人、守真太郎
    • Journal Title

      Journal of Physics A

      Volume: 43 Pages: 315207-315219

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Exact Scale Invariance in Mixing of Binary Candidates in Voting Model2010

    • Author(s)
      守真太郎、久門正人
    • Journal Title

      Journal of the Physical Society of Japan 79

      Pages: 034001-034008

    • NAID

      40017011726

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Moody's Correlated Binomial Default Distributions for Inhomogeneous Portfolios2010

    • Author(s)
      守真太郎、橘川研二、久門正人
    • Journal Title

      to be published in Quantitative Finance (In Press)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] デジタル的に投票する投票者が存在する投票モデルと情報カスケード転移の厳密解2011

    • Author(s)
      守真太郎
    • Organizer
      日本物理学会
    • Place of Presentation
      富山大学
    • Year and Date
      2011-09-24
    • Related Report
      2011 Annual Research Report
  • [Presentation] 投票実験と情報カスケード相転移2011

    • Organizer
      物理学会
    • Place of Presentation
      富山大学
    • Year and Date
      2011-09-21
    • Related Report
      2011 Final Research Report
  • [Presentation] デジタル的に投票する投票者が存在する投票モデルと情報カスケード転移の厳密解2011

    • Organizer
      物理学会
    • Place of Presentation
      富山大学
    • Year and Date
      2011-09-21
    • Related Report
      2011 Final Research Report
  • [Presentation] 週間天気予報の精度とスケール不変性2010

    • Organizer
      物理学会
    • Place of Presentation
      大阪府立大学
    • Year and Date
      2010-09-24
    • Related Report
      2011 Final Research Report
  • [Presentation] 週間天気予報の予測精度とスケール不変性2010

    • Author(s)
      守真太郎
    • Organizer
      日本物理学会
    • Place of Presentation
      大阪府立大学
    • Year and Date
      2010-09-24
    • Related Report
      2010 Annual Research Report
  • [Presentation] 3種類のエージェントのいる投票モデル2010

    • Organizer
      物理学会
    • Place of Presentation
      岡山大学
    • Year and Date
      2010-03-20
    • Related Report
      2011 Final Research Report
  • [Presentation] 2種類のエージェントのいる投票モデルの2009

    • Organizer
      物理学会
    • Place of Presentation
      熊本大学
    • Year and Date
      2009-09-25
    • Related Report
      2011 Final Research Report
  • [Presentation] 2種類のエージェントのいる投票モデルの相転移2009

    • Author(s)
      守真太郎、久門正人
    • Organizer
      日本物理学会
    • Place of Presentation
      熊本大学
    • Year and Date
      2009-09-25
    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://sharaku.sci.kitasato-u.ac.jp/mori/index.html

    • Related Report
      2011 Final Research Report

URL: 

Published: 2009-04-01   Modified: 2016-04-21  

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