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Statistical inference and empirical study on the measurement of risk and its propagation

Research Project

Project/Area Number 16H03605
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Economic statistics
Research InstitutionOsaka University

Principal Investigator

OYA Kosuke  大阪大学, 経済学研究科, 教授 (20233281)

Co-Investigator(Kenkyū-buntansha) 新谷 元嗣  東京大学, 大学院経済学研究科(経済学部), 教授 (00252718)
高橋 慎  法政大学, 経営学部, 准教授 (20723852)
Project Period (FY) 2016-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥18,200,000 (Direct Cost: ¥14,000,000、Indirect Cost: ¥4,200,000)
Fiscal Year 2020: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2019: ¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2018: ¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2017: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2016: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Keywordsリスク / ボラティリティ / 高頻度データ / 金融市場 / 予測モデル / 経済統計学 / 経済統計 / 計量ファイナンス
Outline of Final Research Achievements

We conducted research on statistical methods for detecting potential risk events in financial markets, and research on how shocks caused by such risk events affect other economic variables. Regarding the research on the statistical detection of potential risk events, it was shown that the sequential test method developed for macroeconomic variables observed at monthly and daily frequencies can be applied to high-frequency data. Regarding the research on risk propagation, we proposed the development of a statistical method for frequency wise decomposition of causality and impulse responses, which are statistical inference methods for multivariate time series models, and a robust model construction method.

Academic Significance and Societal Importance of the Research Achievements

金融・資本市場を不安定化させる可能性のあるリスク事象をあらかじめ察知することができれば,金融監督当局や証券取引所などの市場関係者が,経済社会に起こりうる社会的な損失を軽減させる措置を発動することも可能となる。近年の市場環境では,市場参加者自らがコントロールできない,例えば量的緩和縮小や政策金利変更といったリスク事象を事前に予想し,起こりうる変化に関して適切な備えをすることはますます重要なテーマとなっている。

Report

(6 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (49 results)

All 2021 2020 2019 2018 2017 2016

All Journal Article (16 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 9 results,  Open Access: 3 results) Presentation (32 results) (of which Int'l Joint Research: 21 results,  Invited: 15 results) Book (1 results)

  • [Journal Article] On the evaluation of intraday market quality in the limit-order book markets: A collaborative filtering approach2021

    • Author(s)
      Takaki Hayashi, Makoto Takahashi
    • Journal Title

      Japanese Journal of Statistics and Data Science

      Volume: 印刷中

    • NAID

      210000179374

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 市場価格急変予兆の検出について2020

    • Author(s)
      大屋幸輔
    • Journal Title

      先物・オプションレポート

      Volume: 32(10) Pages: 1-6

    • Related Report
      2020 Annual Research Report
  • [Journal Article] 市場価格急変予兆の検出について:応用編2020

    • Author(s)
      大屋幸輔
    • Journal Title

      先物・オプションレポート

      Volume: 32(11) Pages: 1-5

    • Related Report
      2020 Annual Research Report
  • [Journal Article] Realized Stochastic Volatilityモデル ―拡張と日本の株価指数への応用―2020

    • Author(s)
      高橋 慎, 大森 裕浩, 渡部 敏明
    • Journal Title

      統計数理

      Volume: 68(1) Pages: 65-85

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] インプライド・モーメントがもたらす情報:VIXは何を伝えているのか2019

    • Author(s)
      大屋幸輔
    • Journal Title

      日本経済学会編『現代経済学の潮流 2019』第4章,東洋経済新報社(図書所収論文)

      Volume: 2019 Pages: 99-125

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Current account dynamics under information rigidity and imperfect capital mobility2019

    • Author(s)
      Akihisa Shibata; Mototsugu Shintani; Takayuki Tsuruga
    • Journal Title

      Journal of International Money and Finance

      Volume: 92 Pages: 153-176

    • DOI

      10.1016/j.jimonfin.2018.12.001

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 価格インパクトの日中変動2019

    • Author(s)
      高橋 慎
    • Journal Title

      先物・オプションレポート

      Volume: 31 Pages: 1-5

    • Related Report
      2019 Annual Research Report
  • [Journal Article] 周波数分解された分散リスク・プレミアムの予測力2019

    • Author(s)
      大屋幸輔
    • Journal Title

      先物・オプションレポート

      Volume: 31 Pages: 1-5

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Asymptotic Inference for Dynamic Panel Estimators of Infinite Order Autoregressive Processes2018

    • Author(s)
      Yoon-Jin Lee, Ryo Okui and Mototsugu Shintani
    • Journal Title

      Journal of Econometrics

      Volume: 204(2) Issue: 2 Pages: 147-158

    • DOI

      10.1016/j.jeconom.2017.04.005

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Quasi-Bayesian Model Selection2018

    • Author(s)
      Atsushi Inoue and Mototsugu Shintani
    • Journal Title

      Quantitative Economics

      Volume: 9(3) Issue: 3 Pages: 1265-1297

    • DOI

      10.3982/qe587

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] J-GATE稼働と日経225 先物市場の日中流動性2018

    • Author(s)
      高橋 慎
    • Journal Title

      先物・オプションレポート

      Volume: 30 Pages: 1-5

    • Related Report
      2017 Annual Research Report
    • Open Access
  • [Journal Article] Improving the finite sample performance of autoregression estimators in dynamic factor models: A bootstrap approach2018

    • Author(s)
      Mototsugu Shintani and Zi-Yi Guo
    • Journal Title

      Econometric Reviews

      Volume: 37 (4) Pages: 360-379

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] ボラティリティ・スプレッド2017

    • Author(s)
      大屋幸輔
    • Journal Title

      先物・オプションレポート

      Volume: 29 Pages: 1-5

    • Related Report
      2017 Annual Research Report
    • Open Access
  • [Journal Article] Testing for flexible nonlinear trends with an integrated or stationary noise component2017

    • Author(s)
      Pierre Perron, Mototsugu Shintani and Tomoyoshi Yabu
    • Journal Title

      Oxford Bulletin of Economics and Statistics

      Volume: 79 (5) Pages: 822-853

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 注文フロー不均衡と価格インパクト2016

    • Author(s)
      高橋 慎
    • Journal Title

      先物・オプションレポート

      Volume: 28 Pages: 1-5

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Testing for A Unit Root against Transitional Autoregressive Models2016

    • Author(s)
      Park, Joon Y., and Mototsugu Shintani
    • Journal Title

      International Economic Review

      Volume: 57 Issue: 2 Pages: 635-664

    • DOI

      10.1111/iere.12171

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] A collaborative filtering approach to the evaluation of liquidity in the limit-order book markets2020

    • Author(s)
      高橋 慎, 林 高樹
    • Organizer
      日本ファイナンス学会第28回大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 協調フィルタリングを応用した注文板市場の流動性評価2020

    • Author(s)
      高橋 慎, 林 高樹
    • Organizer
      Summer Workshop on Economic Theory(国際金融セッション)
    • Related Report
      2020 Annual Research Report
  • [Presentation] 協調フィルタリングによる注文板市場の流動性評価2020

    • Author(s)
      林高樹、高橋慎
    • Organizer
      日本金融・証券計量・工学学会(JAFEE)冬季大会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Estimation of smoothly time varying coefficient partial adjustment model2019

    • Author(s)
      大屋幸輔
    • Organizer
      The 3rd International Conference on Econometrics and Statistics (EcoSta2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] News implied uncertainty and aggregate economic activity: Evidence from the Japanese government bond market2019

    • Author(s)
      新谷元嗣(共著者:五島圭一, 石島博)
    • Organizer
      The 3rd International Conference on Econometrics and Statistics (EcoSta 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Investigating the interaction between returns and order flow imbalances: Endogeneity, intraday variations, and macroeconomic news announcements.2019

    • Author(s)
      高橋慎
    • Organizer
      The 3rd International Conference on Econometrics and Statistics (EcoSta 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Frequency-wise causality analysis in infinite order vector autoregressive processes2019

    • Author(s)
      新谷元嗣(共著者:木下亮, 大屋幸輔)
    • Organizer
      2019 Asian Meeting of the Econometric Society
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Forecasting Japanese Inflation with a News-Based Leading Indicator of Economic Activities2019

    • Author(s)
      新谷元嗣(共著者:五島圭一, 石島博, 山本弘樹)
    • Organizer
      2019 CUR Microeconometrics: Survey Methodology and Data Science
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Investigating the interaction between returns and order flow imbalances: Endogeneity, intraday variations, and macroeconomic news announcements.2019

    • Author(s)
      高橋慎
    • Organizer
      15th International Symposium on Econometric Theory and Applications
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Forecasting Japanese Inflation with a News-Based Leading Indicator of Economic Activities2019

    • Author(s)
      新谷元嗣(共著者:五島圭一, 石島博, 山本弘樹)
    • Organizer
      日本経済学会秋季大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Frequency-wise causality analysis in infinite order vector autoregressive processes2019

    • Author(s)
      新谷元嗣(共著者:木下亮, 大屋幸輔)
    • Organizer
      Workshop on Recent Progress in Time Series: in honour of Peter Robinson
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Frequency-wise causality analysis in infinite order vector autoregressive processes2019

    • Author(s)
      新谷元嗣, 木下亮, 大屋幸輔
    • Organizer
      第26回関西計量経済学研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Forecasting Japanese inflation with a news-based leading indicator of economic activities2019

    • Author(s)
      Mototsugu Shintani, Keiichi Goshima, Hiroshi Ishijima and Hiroki Yamamoto
    • Organizer
      27th Symposium of the Society for Nonlinear Dynamics and Econometrics
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Estimation for affine term structure with smooth transition2018

    • Author(s)
      Shingo Mukunoki and Kosuke Oya
    • Organizer
      The 2nd International Conference on Econometrics and Statistics
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Frequency-wise causality analysis in infinite order vector autoregressive processes2018

    • Author(s)
      Mototsugu Shintani, Ryo Kinoshita and Kosuke Oya
    • Organizer
      12th International Conference on Computational and Financial Econometrics (CFE2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Realized Stochastic Volatility with Skew-t Distribution2018

    • Author(s)
      Makoto Takahashi, Yasuhiro Omori and Toshiaki Watanabe
    • Organizer
      12th International Conference on Computational and Financial Econometrics (CFE2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] インプライド・モーメントがもたらす情報:VIXは何を伝えているのか2018

    • Author(s)
      大屋幸輔
    • Organizer
      日本経済学会秋季大会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 平滑推移するリスクの市場価格をもちいた金利期間構造モデル2018

    • Author(s)
      大屋幸輔
    • Organizer
      第6回金融シンポジウム「金融が直面する新環境への対応と方法論」
    • Related Report
      2018 Annual Research Report
  • [Presentation] On Trigonometric Trend Regressions of Unknown Frequencies in the Presence of Autoregressive Errors2018

    • Author(s)
      Mototsugu Shintani, Pierre Perron and Tomoyoshi Yabu
    • Organizer
      4th Hitotsubashi Summer Institute (HSI2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Missing Wage Inflation? Estimating the Natural Rate of Unemployment in a Nonlinear DSGE Model2018

    • Author(s)
      Yuto Iwasaki, Ichiro Muto and Mototsugu Shintani
    • Organizer
      2018 Midwest Macroeconomics Meetings
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Estimation of implied risk-aversion for Nikkei 225 on Tokyo stock exchange with variance spread2018

    • Author(s)
      Kosuke Oya
    • Organizer
      Workshop on ``Financial/Economic Analytics"
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Frequency-wise causality analysis with infinite order VAR processes2018

    • Author(s)
      Kosuke Oya (Ryo Kinoshita, Mototsugu Shintani)
    • Organizer
      一橋大学共同利用・共同研究拠点プロジェクト研究集会「高頻度データを用いた資産価格の計量分析」
    • Related Report
      2017 Annual Research Report
  • [Presentation] Frequency wise decomposition of variance risk premium2017

    • Author(s)
      Kosuke Oya
    • Organizer
      The 1st International Conference on Econometrics and Statistics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Flow-Driven and Non-Flow-Driven Realized Variances2017

    • Author(s)
      Makoto Takahashi
    • Organizer
      The 1st International Conference on Econometrics and Statistics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Realized Stochastic Volatility with Skew-t Error2017

    • Author(s)
      Makoto Takahashi (Yasuhiro Omori, Toshiaki Watanabe)
    • Organizer
      11th International Conference on Computational and Financial Econometrics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] On Trigonometric Trend Regressions of Unknown Frequencies in the Presence of Autoregressive Errors2017

    • Author(s)
      Mototsugu Shintani (Pierre Perron, Ryo Okui)
    • Organizer
      2017 Asian Meeting of the Econometric Society
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Instrumental Variables Estimators for Infinite Order Panel Autoregressive Processes2017

    • Author(s)
      Mototsugu Shintani (Yoonjin Lee, Ryo Okui)
    • Organizer
      2017 China Meeting of the Econometric Society
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Trend Inflation and Evolving Inflation Dynamics: A Bayesian GMM Analysis of the Generalized New Keynesian Phillips Curve2017

    • Author(s)
      Mototsugu Shintani (Yasufumi Gemma, Takushi Kurozumi)
    • Organizer
      The 4th annual conference of the International Association for Applied Econometrics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluating the Role of Part-time Workers in an Estimated New Keynesian Model with Search Frictions2017

    • Author(s)
      Mototsugu Shintani (Toshihiko Mukoyama, Kazuhiro Teramoto)
    • Organizer
      11th International Conference on Computational and Financial Econometrics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Simulation Study of Causality Change with Infinite Order Vector Autoregressive Processes2016

    • Author(s)
      Ryo Kinoshita, Kosuke Oya, Mototsugu Shintani
    • Organizer
      International Conference for JSCS 30th Anniversary
    • Place of Presentation
      Seattle Central Library, WA, USA
    • Year and Date
      2016-10-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] 高次VARモデルを用いた周波数別のグレンジャー因果性検定2016

    • Author(s)
      木下 亮, 大屋幸輔, 新谷元嗣
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      金沢大学(石川県金沢市)
    • Year and Date
      2016-09-04
    • Related Report
      2016 Annual Research Report
  • [Presentation] Contemporaneous Relationship between Transaction Returns and Order Flows: Implications on Return Variance2016

    • Author(s)
      高橋 慎
    • Organizer
      日本ファイナンス学会
    • Place of Presentation
      横浜国立大学(神奈川県横浜市)
    • Year and Date
      2016-05-21
    • Related Report
      2016 Annual Research Report
  • [Book] Characterizing Interdependencies of Multiple Time Series: Theory and Applications2017

    • Author(s)
      Yuzo Hosoya, Kosuke Oya, Taro Takimoto, Ryo Kinoshita
    • Total Pages
      133
    • Publisher
      Springer
    • ISBN
      9789811064357
    • Related Report
      2017 Annual Research Report

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Published: 2016-04-21   Modified: 2022-01-27  

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