• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

A Study on the Relationship between Foreign Exchange Rates and Macroeconomy with Band Spectral Regression

Research Project

Project/Area Number 17K03709
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Economic policy
Research InstitutionKeio University

Principal Investigator

WADA Tatsuma  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
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2019: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2018: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2017: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywordsバンドスぺクトラル回帰 / 周波数領域 / 為替レート予測 / LASSO / 為替レート / 予測精度 / 予測精度の検証 / バンドスペクトラル回帰 / ベイズ法に基づくモデル平均 / 国際マクロ経済 / 仮説検定 / 確定トレンドの除去 / 効率的な推定方法
Outline of Final Research Achievements

I investigate whether foreign exchange rates have a significant relationship with macroeconomic variables. In particular, I look at the predictability of foreign exchange rates using the frequency domain and band spectral regression to see whether such a relationship exists. I find that utilizing the business cycle frequencies improves the forecasting power of the forecasting models. When the exchange rate of 6 or more months ahead is considered, a model based on purchasing power parity (PPP) outperforms the so-called Taylor rule based model. The PPP based model provides smaller forecasting errors than does the benchmark, random walk model. Such differences in the forecasting errors are found to be statistically significant.

Academic Significance and Societal Importance of the Research Achievements

為替レートが予測可能であるかという古くからある問題について、特定の周期で、特定のモデルであればベンチマークモデルよりも優れた予測が可能であるということを示した点に本研究の意義があると考えられる。特に統計的に有意に優れた予測であるかについてはブートストラップ法に基づく検定によって厳密に行われており、予測をさらに高めるためにベイズモデル平均法による予測を行うことで、重要な周波数帯を探り、またLASSOを援用することで周波数について何らの事前知識なしに予測に有効な周波数を探すことを行った点に本研究の特徴がある。

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

    (12 results)

All 2021 2020 2019 2018 2017

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (11 results) (of which Int'l Joint Research: 9 results,  Invited: 4 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
  • [Presentation] Out-of-Sample Forecasting of Foreign Exchange Rates: The Band Spectral Regression and LASSO2020

    • Author(s)
      Tatsuma Wada
    • Organizer
      The Econometric Society/Bocconi University World Congress 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Out-of-Sample Forecasting of Foreign Exchange Rates: The Band Spectral Regression and LASSO2020

    • Author(s)
      Tatsuma Wada
    • Organizer
      28th Symposium of the Society for Nonlinear Dynamics and Econometrics
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Out-of-Sample Forecasting of Foreign Exchange Rates: The Band Spectral Regression and LASSO2019

    • Author(s)
      Tatsuma Wada
    • Organizer
      Canadian Econometrics Study Group
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Out-of-Sample Forecasting of Foreign Exchange Rates: The Band Spectral Regression and LASSO2019

    • Author(s)
      Tatsuma Wada
    • Organizer
      Western Economic Association International Annual Meeting
    • 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
      Boston University 2019 Pi-day Econometrics Conference in Honor of Pierre Perron
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Out-of-Sample Forecasing of Foreign Exchange Rates: The Band Spectral Regression and LASSO2019

    • Author(s)
      Tatsuma Wada
    • Organizer
      The 27th Annual Symposium of the Society for Nonlinear Dynamics and Econometrics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Alternative Estimation Method for Time-Varying Parameter Models2018

    • Author(s)
      Tatsuma Wada
    • Organizer
      Wayne State University Department of Mathematics
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] The Band Spectral Regression and Exchange Rate Puzzles2018

    • Author(s)
      Tatsuma Wada
    • Organizer
      93rd Annual Conference of the Western Economic Association International
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Out-of-Sample Forecasing of Foreign Exchange Rates: The Band Spectral Regression and LASSO2018

    • Author(s)
      Tatsuma Wada
    • Organizer
      慶應義塾大学経済学部計量経済学ワークショップ
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] An Alternative Estimation Method for Time-Varying Parameter Models2018

    • Author(s)
      Tatsuma Wada
    • Organizer
      2nd International Conference on Econometrics and Statistics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Alternative Estimation Method for Time-Varying Parameter Models2017

    • Author(s)
      Tatsuma Wada
    • Organizer
      Macro Reading Group Workshop
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited

URL: 

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

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi