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Monitaring of parameter chamge in economic time series model

Research Project

Project/Area Number 26380279
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Economic statistics
Research InstitutionHiroshima University of Economics

Principal Investigator

MAEKAWA Koichi  広島経済大学, 経済学研究科(研究院), 教授 (20033748)

Co-Investigator(Kenkyū-buntansha) 得津 康義  広島経済大学, 経済学部, 教授 (30412282)
河合 研一  別府大学, 国際経営学部, 准教授 (50425831)
永田 修一  関西学院大学, 商学部, 助教 (50546893)
森本 孝之  関西学院大学, 理工学部, 准教授 (80402543)
片山 直也  関西大学, 経済学部, 教授 (80452720)
久松 博之  香川大学, 経済学部, 教授 (90228726)
Research Collaborator LEE Sangyeol  National university of Seoul(ソウル国立大学), 統計学部, 教授
Kusdhianto Setiawan  ガジャマダ大学, 経済学部, 講師
Amirullah Setya Hardi  ガジャマダ大学, 経済学部, 講師
Alessio Moneta  Scuola superiore, Institute of Economics, 准教授
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2014: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywords独立成分分析 / 因果序列 / 非正規性 / 構造変化 / ボラティリティ / 非定常時系列 / バブル / ジャンプ過程 / 経済時系列分析 / GARCHモデル / 独立成分分析(ICA) / 高頻度データ / 為替変動 / 金融緩和政策効果 / 構造変化点の信頼区間 / Bootstrap法 / 株価のバブルモデル / 緩やかな発散過程 / 金融の量的緩和政策効果 / 変数間の因果序列
Outline of Final Research Achievements

The Main results of our study are as follows : (1)Causal inference of economic variables is studied through the independent component analysis(ICA). As a result we could assign an appropriate order of variables in the structural vector autoregression (SVAR) model. This can be used to evaluate economic policy such as quantitative easing policy by Bank of Japan. (2) Statistical methods of analyzing high frequency time series data is developed. Those methods are useful for risk analysis of financial investment. (3) Financial bubble model is developed. It seems to mimic the real bubble phenomenon in Japanese Bubble period very well.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report

Research Products

(31 results)

All 2017 2016 2015 2014

All Journal Article (19 results) (of which Int'l Joint Research: 6 results,  Open Access: 11 results,  Acknowledgement Compliant: 9 results,  Peer Reviewed: 7 results) Presentation (10 results) (of which Int'l Joint Research: 6 results) Book (2 results)

  • [Journal Article] 非ガウス型構造VARモデルによる因果序列の探索 ―日本の量的金融緩和政策の分析を事例として―2017

    • Author(s)
      前川功一
    • Journal Title

      広島経済大学創立50周年記念論文集

      Volume: 印刷中

    • NAID

      120006358970

    • Related Report
      2016 Annual Research Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] Robust estimation of a high-dimensional integrated covariance matrix2017

    • Author(s)
      Takayuki MORIMOTO and Shuichi NAGATA
    • Journal Title

      Communications in Statistics - Simulation and Computation

      Volume: 46 Pages: 1102-1112

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 経験類似度に基づくボラティリティ予測2017

    • Author(s)
      森本 孝之,川崎 能典
    • Journal Title

      統計数理

      Volume: 印刷中

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Efficiency Gain of Integrated Variance Estimation in the Presence of Jumps and Market Microstructure Noise2017

    • Author(s)
      Nagata, S
    • Journal Title

      International Review of Business

      Volume: 17 Pages: 41-60

    • NAID

      120005998496

    • Related Report
      2016 Annual Research Report
  • [Journal Article] 分位点回帰によるボラティリティ分析2017

    • Author(s)
      得津康義
    • Journal Title

      広島経済大学創立50周年記念論文集

      Volume: 印刷中

    • NAID

      120006358972

    • Related Report
      2016 Annual Research Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] Box-Cox realized asymmetric stochastic volatility models with generalized Student's t-distributions2016

    • Author(s)
      Didit Budi NUGROHO and Takayuki MORIMOTO
    • Journal Title

      Journal of Applied Statistics

      Volume: 43 Pages: 1906-1927

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] European Option Pricing Under Fractional Brownian Motion with an Application to Realized Volatility2016

    • Author(s)
      Takayuki MORIMOTO
    • Journal Title

      FORMA

      Volume: 31 Pages: 29-40

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 非ガウス型構造VARモデルの最尤推定 -モンテカルロ実験による有限標本パフォーマンスの評価-2016

    • Author(s)
      永田修一
    • Journal Title

      商学論究

      Volume: 64 Pages: 97-115

    • NAID

      120005829877

    • Related Report
      2016 Annual Research Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] VARモデルによる日本の金融緩和政策効果の検証2015

    • Author(s)
      前川功一、小村衆一、永田修一
    • Journal Title

      広島経済大学経済研究論集

      Volume: 38 Pages: 1-20

    • Related Report
      2015 Research-status Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] ICA分析による因果序列の検出ーインドネシア・ルピアの為替レート分析ー2015

    • Author(s)
      前川功一、Amirullah Setya Hardi
    • Journal Title

      広島経済大学研究双書

      Volume: 44 Pages: 173-195

    • Related Report
      2015 Research-status Report
    • Open Access / Int'l Joint Research
  • [Journal Article] Change Point Analysis of Exchange Rates Using Bootstrapping Methods:2015

    • Author(s)
      Amirullah Setya Hardi, Ken-ichi Kawai, Sangyeol Lee and Koichi Maekawa
    • Journal Title

      Asia-Pacific Financial Markets

      Volume: 22 Pages: 429-444

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 高頻度データの特性を考慮したボラティリティの予測 -日本の株式市場への応用例-2015

    • Author(s)
      永田修一
    • Journal Title

      商学論究

      Volume: 63 Pages: 101-116

    • NAID

      120005663476

    • Related Report
      2015 Research-status Report
  • [Journal Article] Estimation of realized stochastic volatility models using Hamiltonian Monte Carlo-based methods2015

    • Author(s)
      Takayuki Morimoto and Didit Budi Nugroho
    • Journal Title

      Computational Statistics

      Volume: 30 Pages: 491-516

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Long Memory in Aggregate Squared GARCH (1, 1) Process2015

    • Author(s)
      Koichi MAEKAWA and Ken-ichi KAWAI
    • Journal Title

      The Journal Estadistica of the IASI

      Volume: 未定

    • Related Report
      2014 Research-status Report
  • [Journal Article] 単位根の漸近理論とその応用2015

    • Author(s)
      久松 博之
    • Journal Title

      香川大学経済学部研究年報

      Volume: 54 Pages: 43-77

    • NAID

      40020404232

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Estimation of realized stochastic volatility models using Hamiltonian Monte Carlo-based methods2015

    • Author(s)
      Didit Budi NUGROHO and Takayuki MORIMOTO
    • Journal Title

      Computational Statistics

      Volume: 未定

    • Related Report
      2014 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] Robust estimation of a high-dimensional integrated covariance matrix2015

    • Author(s)
      Takayuki MORIMOTO and Shuichi NAGATA
    • Journal Title

      Communications in Statistics - Simulation and Computation

      Volume: 未定

    • Related Report
      2014 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] 株価のボラティリティと取引情報2014

    • Author(s)
      得津康義
    • Journal Title

      広島経済大学経済研究論集

      Volume: 37 Pages: 121-138

    • Related Report
      2014 Research-status Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] Realized non-linear stochastic volatility models with asymmetric effects and generalized Student's t-distributions2014

    • Author(s)
      Didit Budi NUGROHO and Takayuki MORIMOTO
    • Journal Title

      Journal of the Japan Statistical Society

      Volume: 44 Pages: 83-118

    • NAID

      130004951128

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Testing for Bubbles by an Outlier Robust Unit Root Test2017

    • Author(s)
      片山直也
    • Organizer
      関西計量経済学研究会
    • Place of Presentation
      広島大学(広島県広島市)
    • Year and Date
      2017-01-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Causal Inference by Non-Gaussian SVAR Model: An Application to Japan’s Quantitative Easing policy2017

    • Author(s)
      Koichi Maekawa
    • Organizer
      SMU-HUE-HU Tripartite Conference
    • Place of Presentation
      Singapore Management University(シンガポール)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Economic Policy Uncertainty and Financial Market Volatility: Evidence from Japan2017

    • Author(s)
      Takayuki MORIMOTO
    • Organizer
      The 2nd International Statistical Institute Regional Statistics Conference
    • Place of Presentation
      Bali International Convention Center(インドネシア)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Testing short-run restrictions in non-Gaussian SVAR model2016

    • Author(s)
      Koichi Maekawa, Shuichi Nagata
    • Organizer
      Tripartite Conference of Econometrics
    • Place of Presentation
      Singapore
    • Year and Date
      2016-03-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Identification and Goodness of Fit Tests for SVAR Models with Application to the Effects of the Quantitative Easing Policy by the Bank of Japan2015

    • Author(s)
      Naoya Katayama
    • Organizer
      International Rome Conference on Money, Banking and Finance
    • Place of Presentation
      Rome
    • Year and Date
      2015-12-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 「非整数ブラウン運動とその日本の株式市場への応用」2015

    • Author(s)
      森本孝之
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学
    • Year and Date
      2015-09-07
    • Related Report
      2015 Research-status Report
  • [Presentation] Modeling Long Memory in Aggregate Squared GARCH (1, 1) Process and Its Application to the Japanese and U.S. Stock Markets2015

    • Author(s)
      Koichi MAEKAWA and Ken-ichi KAWAI
    • Organizer
      World Congress of Econometric Society
    • Place of Presentation
      Montreal, Canada
    • Year and Date
      2015-08-17 – 2015-08-21
    • Related Report
      2014 Research-status Report
  • [Presentation] Modeling Long Memory in Aggregate Squared GARCH (1,1) Process and Its Apllication to the Japanese and U.S. Stock Markets2015

    • Author(s)
      Koichi Maekawa
    • Organizer
      Econometric Society 2015 World Congress
    • Place of Presentation
      Montreal, Canada
    • Year and Date
      2015-08-17
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Change Point Analysis on Exchange Rate Based on Bootstrap Method The Case of Indonesian Currency 2000-20082014

    • Author(s)
      Hardi, Amirullah Setya and Koichi Maekawa
    • Organizer
      Annual Conference on Social Studies, Communication and Education
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Year and Date
      2014-11-07 – 2014-11-09
    • Related Report
      2014 Research-status Report
  • [Presentation] Estimation of Vector Error Correction Model with Garch Errors:2014

    • Author(s)
      Kusdhianto SETIAWAN, Koichi MAEKAWA
    • Organizer
      INTERNATIONAL CONFERENCE ON ECONOMIC MODELING, 2014
    • Place of Presentation
      Bali, Indonesia
    • Year and Date
      2014-07-16 – 2014-07-18
    • Related Report
      2014 Research-status Report
  • [Book] The portmanteau tests and the LM test for ARMA models with uncorrelated errors. Advances in Time Series Methods and Applications: the A. Ian McLeod Festschrift. Editors: W. K. Li, David Stanford and Hao Yu,2016

    • Author(s)
      Naoya Katayama
    • Total Pages
      20
    • Publisher
      Fields Institute Communication. Series, Springer
    • Related Report
      2016 Annual Research Report
  • [Book] 東アジアの経済成長の持続可能性について2016

    • Author(s)
      福井信幸、前川功一、他5名
    • Total Pages
      247
    • Publisher
      広島経済大学地域経済研究所
    • Related Report
      2015 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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