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Forecasting Exchange Rates using Time-Varying Econometric Models

Research Project

Project/Area Number 17K03809
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Money/ Finance
Research InstitutionKeio University

Principal Investigator

Ito Mikio  慶應義塾大学, 経済学部(三田), 教授 (70184695)

Co-Investigator(Kenkyū-buntansha) 野田 顕彦  京都産業大学, 経済学部, 准教授 (80610112)
和田 龍磨  慶應義塾大学, 総合政策学部(藤沢), 教授 (20756580)
Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2019: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2018: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2017: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Keywords外国為替市場 / 為替レート予測 / 構造変化推定 / スパース回帰モデル / バンドスペクトラル回帰 / 市場調整速度 / スパース回帰 / 仮想資産 / 構造変化 / LASSO / 先物プレミアムパズル / ベクトル誤差修正モデル / 時変計量経済モデル / ブートストラップ法 / 金融論 / 経済統計学
Outline of Final Research Achievements

This study examines the possibility of improving foreign exchange rate forecast when one adopts the framework of the time-varying error correction model proposed by Ito et al.(2016) to consider how structural changes affect foreign exchange markets. To attain the goal, we applied the model to three countries' foreign exchange rate data that reflects the comovement of foreign exchange markets. Then, we study how fast the markets return to the long-run state, which is a help of forecast if some deviation occurs. As a result, through the period under study, the speed of the market adjustment was increasing.

Academic Significance and Societal Importance of the Research Achievements

外国為替市場は異なる通貨の取引を行う場であり国際的な資金の効率的な配分を本来はもたらす.現実にそうした配分が実現するわけではない.しかし各市場参加者が市場状況に鑑みて自らの利益を高めるような取引を行えば,良く機能する外国為替市場は効率的な資金配分をもたらす.本研究が目指す,外国為替市場の現況の把握,取引者の立場に立つ適切な予測を明らかにすることは国際経済の円滑な運行のために有用であると言える.

Report

(5 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (21 results)

All 2021 2020 2019 2018 2017 Other

All Journal Article (5 results) (of which Peer Reviewed: 3 results,  Open Access: 1 results) Presentation (15 results) (of which Int'l Joint Research: 13 results,  Invited: 2 results) Remarks (1 results)

  • [Journal Article] Time-Varying Comovement of Foreign Exchange Markets: A GLS-Based Time-Varying Model Approach2021

    • Author(s)
      Mikio Ito, Akihiko Noda, Tatsuma Wada
    • Journal Title

      Mathematics

      Volume: 9 Issue: 8 Pages: 1-13

    • DOI

      10.3390/math9080849

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] On the evolution of cryptocurrency market efficiency2020

    • Author(s)
      Akihiko Noda
    • Journal Title

      Applied Economics Letters

      Volume: 28 Issue: 6 Pages: 433-439

    • DOI

      10.1080/13504851.2020.1758617

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The Futures Premium and Rice Market Efficiency in Prewar Japan2017

    • Author(s)
      Ito, M., Maeda, K., and Noda, A.
    • Journal Title

      Economic History Review

      Volume: forthcoming Issue: 3 Pages: 909-937

    • DOI

      10.1111/ehr.12608

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Discretion versus Policy Rules in Futures Markets: A Case of the Osaka-Dojima Rice Exchange, 1914-19392017

    • Author(s)
      Mikio Ito, Kiyotaka Maeda, and Akihiko Noda
    • Journal Title

      Quantitative Finance Papers, [arXiv:1704.00985]

      Volume: なし

    • Related Report
      2017 Research-status Report
  • [Journal Article] An Alternative Estimation Method of A Time-Varying Parameter Model2017

    • Author(s)
      Mikio Ito, Akihiko Noda, and Tatsuma Wada
    • Journal Title

      Statistical Methodology Papers, [arXiv:1707.06837]

      Volume: なし

    • Related Report
      2017 Research-status Report
  • [Presentation] An Estimation Method for State-Space Models using Generalized LASSO Techniques2019

    • Author(s)
      Mikio Ito
    • Organizer
      Western Economic Association International 94th Annual Conference
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] On the Time-Varying Efficiency of Cryptocurrency Markets2019

    • Author(s)
      Akihiko Noda
    • Organizer
      Western Economic Association International 94th Annual Conference
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Out-of-Sample Forecasing of Foreign Exchange Rates: The Band Spectral Regression and LASSO2019

    • Author(s)
      Tatsuma Wada
    • Organizer
      Western Economic Association International 94th Annual Conference
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Out-of-Sample Forecasing of Foreign Exchange Rates: The Band Spectral Regression and LASSO2019

    • Author(s)
      Tatsuma Wada
    • Organizer
      Canadian Econometric Study Group Meeting
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Discretion versus Policy Rules in Futures Markets: A Case of the Osaka-Dojima Rice Exchange, 1914-19392018

    • Author(s)
      Kiyotaka Maeda and Akihiko Noda
    • Organizer
      Western Economic Association International 93th Annual Conference (国際学会) (Vancouver, US)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Discretion versus Policy Rules in Futures Markets: A Case of the Osaka-Dojima Rice Exchange, 1914-19392018

    • Author(s)
      Kiyotaka Maeda and Akihiko Noda
    • Organizer
      18th World Economic History Conference (国際学会) (Boston, US)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Discretion versus Policy Rules in Futures Markets: A Case of the Osaka-Dojima Rice Exchange, 1914-19392018

    • Author(s)
      Kiyotaka Maeda and Akihiko Noda
    • Organizer
      日本経済学会2018年度秋季大会,学習院大学(東京都,豊島区)
    • Related Report
      2018 Research-status Report
  • [Presentation] An Alternative Estimation Method for Time-Varying Parameter Models2018

    • Author(s)
      Tatsuma Wada
    • Organizer
      2nd International Conference on Econometrics and Statistics (国際学会) (Hongkong, China)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Market Integration in Japanese Rice Markets, 1880--19322017

    • Author(s)
      Mikio Ito, Kiyotaka Maeda, and Akihiko Noda
    • Organizer
      The 3rd International Conference on Economic History at National Taipei University (Taipei, Taiwan)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Market Efficiency and Price Stabilization Policy in Interwar Osaka-Dojima Rice Exchange2017

    • Author(s)
      Mikio Ito, Kiyotaka Maeda, and Akihiko Noda
    • Organizer
      日本経済学会2017年度秋季大会,青山学院大学(東京都,渋谷区)
    • Related Report
      2017 Research-status Report
  • [Presentation] Market Efficiency and Price Stabilization Policy in Interwar Osaka-Dojima Rice Exchange2017

    • Author(s)
      Mikio Ito, Kiyotaka Maeda, and Akihiko Noda
    • Organizer
      Western Economic Association International 92nd Annual Conference (San Diego, U.S.)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Alternative Estimation Method of A Time-Varying Parameter Model2017

    • Author(s)
      Mikio Ito, Akihiko Noda, and Tatsuma Wada
    • Organizer
      Western Economic Association International 92nd Annual Conference (San Diego, U.S.)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Time-Varying Comovement of Foreign Exchange Markets2017

    • Author(s)
      Mikio Ito, Akihiko Noda, and Tatsuma Wada
    • Organizer
      Western Economic Association International 92nd Annual Conference (San Diego, U.S.)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Alternative Estimation Method of A Time-Varying Parameter Model2017

    • Author(s)
      Mikio Ito, Akihiko Noda, and Tatsuma Wada
    • Organizer
      The 1st International Conference on Econometrics and Statistics at The Hong Kong University of Science and Technology (Hong Kong, China)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Market Integration in Japanese Rice Markets, 1880--19322017

    • Author(s)
      Mikio Ito, Kiyotaka Maeda, and Akihiko Noda
    • Organizer
      The 2nd International Conference on Economic History at Kyoto Sangyo University (Kyoto, Japan)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited
  • [Remarks] JSPS Research Projects

    • URL

      http://at-noda.com/jsps/

    • Related Report
      2017 Research-status Report

URL: 

Published: 2017-04-28   Modified: 2022-01-27  

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