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Non-regular Time Series Analysis and Econometric Methods

Research Project

Project/Area Number 06630017
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field Economic statistics
Research InstitutionFaculty of Economics, University of Tokyo

Principal Investigator

KUNITOMO Naoto  Faculty of Economics, University of Tokyo, Professor, 経済学部, 教授 (10153313)

Co-Investigator(Kenkyū-buntansha) YAJIMA Yoshihiro  Faculty of Economics, University of Tokyo, Associate Professor, 経済学部, 助教授 (70134814)
Project Period (FY) 1994 – 1995
Project Status Completed (Fiscal Year 1995)
Budget Amount *help
¥1,500,000 (Direct Cost: ¥1,500,000)
Fiscal Year 1995: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 1994: ¥900,000 (Direct Cost: ¥900,000)
KeywordsTime Series Analysis / Non-linearity / Unit roots / Co-integration / Strong dependence / Simulataneous Switching / Missing Observation / Financial Time Series / 非線形モデル / 転換時系列モデル / 非正則スペクトル密度関数
Research Abstract

The main purpose of this project was to re-examine the existing statistical and econometric methods commonly used in analyzing economic time series data and develop some new time series methods. The other purpose of the project was to apply the methods we developed in this project to the economic time series data and financial time series data.
There are many empirical evidences on the non-linearity and non-stationarity in economic phenomena. One important aspect of non-linearity in many economic time series and financial time series is the asymmetrical movements of time series in the up-ward phase and the down-word phase. Since it is not possible to describe this aspect by the stationary linear autoregressive moving-average (ARMA) model or the linear autoregressive integrated moving-average (ARIMA) model. N.Kunitomo has proposed the simultaneous switching autoregressive (SSAR) model with the collaboration of S.Sato (Institute of Statistical Mathematics) to describe the asymmetric movem … More ents in two different phases. Kunitomo=Sato (1994), and Sato=Kunitomo (1994) have investigated the various propeties of the stationary SSAR model and applied it to the analysis of some data in agricultural market. The SSAR model is closely related to some disequibrium models in econometrics. Then Kunitomo=Sato (1995) have extended the SSAR model and proposed the non-stationary SSAR (SSIAR) model. They have also applied it to the analysis of financial time series including Nikkei 225 spot and futures indeces.
There are some empirical evidnece on the long-memory property in economic time series. One important aspect of the long-memory property can be characterized by the unboundedness of the spectal density of the stationary time series. Yajima (1995) have investigated this possibility and its theoretical outcomes.
Also there are many empirical evidences on the non-stationarities in economic time series. One important aspect to non-stationarity in economic time series and financial time series is whether the linear integrated processes such as the autoregressive integrated moving average (ARIMA) model is appropriate or not in data analysis. This problem has been called the unit root testing problem. An important alternative possibility is the existence of structural changes in economic time series. Kunitomo (1995) and Kunitomo=Sato (1995) have investigated this possibility by allowing multiple change points and the number of change points could be unknown (but less than a pre-specified number.) Yajima=Nishino (1995) have investigated the unit root testing problem when some data are missing in economic time series.
In conclusion, we have acomplished the most important objectives of this project. Two members participated in this project has written a large number of academic papers and also stimulated a large number of researchers in the related fields. We thank The Ministry of Education, Science and Culture for giving the generous support to our ambitious project. Less

Report

(3 results)
  • 1995 Annual Research Report   Final Research Report Summary
  • 1994 Annual Research Report
  • Research Products

    (27 results)

All Other

All Publications (27 results)

  • [Publications] Kunitomo, N.: ""Asymmetry in Economic Time Series and Simultaneous Switching Autoregressive Model"" Structural Change and Economic Dynamics. 近刊. (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Sato. S.: "Some Properties of the Maximum Likelihood Estimator in Simultaneous Switching Autoregressive Model" Journal of Time Series Analysis. 近刊. (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kunitomo, N.: "A Stationary and Nonstationary Simultaneous Switching Autoregressive Models with an application" Discussion Paper Faculty of Economics, University of Tokyo. 95-F-13. (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yajima, Y.: "On Estimation and Testing about Unit Root Processes with Missing Observations" Discussion Paper Faculty of Economics, Tezukayama University. F-101. (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yajima, Y.: "Estimation of the Frequency of Unbounded Spectral Densities" Discussion Paper Faculty of Economics, University of Tokyo. 95-F-9. (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 矢島美寛: "時系列解析における長期記憶モデルについて" 応用統計学. Vol. 23. 1-19

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kunitomo, N.and Sato, S.: "Asymmetry in Economic Time Series and Simultaneous Switching Autoregressive Model" Structural Change and Economic Dynamics (Oxford). (forthcoming). (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Sato, S.and Kunitomo, N.: "Some Properties of the Maximum Likelihood Estimator in Simultaneous Switchin Autoregressive Model" Journal of Time Series Analysis. (forthcoming). (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kunitomo, N.and Sato, S.: "A Stationary and Nonstationary Simultaneous Switching Autoregressive Models with an application to financial time series" Discussion Paper No.95-F-13, Faculty of Economics, University of Tokyo. (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kunitomo, N.and Sato, S.: "Tables of Limiting Distributions Useful for Testing Unit Roots and Cointegration with Multiple Structural Breaks" Discussion Paper No.95-F-35, Faculty of Economics, University of Tokyo. (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kunitomo, N.and Takahashi, S.: "The Asymptotic Expansion Approach to the Valuation of Interest Rates Contingent Claims" Discussion Paper No.95-F-19, Faculty of Economics, University of Tokyo. (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kunitomo, N.: "Structural Changes, Unit Roots, and Co-integration with an Application to Macro Time Series" Discussion Paper No.95-J-1, Faculty of Economics, University of Tokyo (In Japanese.). (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yajima, Y.and Nishino, H.: "On Estimation and Testing about Unit Root Processes with Missing Observations" Discussion Paper No.F-101, Faculty of Economics, Tezukayama University. (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yajima, Y.: "Estimation of the Frequency of Unbounded Spectral Densities" Discussion Paper No.95-F-9, Faculty of Economics, University of Tokyo. (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yajima, Y.: "On Long-memory Models in Time Series Analysis" Ouyou-Toukeigaku (In Japanese.). Vol.23, No.1. 1-19 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yajima, Y.: "A Semi-parametric Estimation of Time Series and its Application" Keizaigaku-ronsyu (In Japanese.). Vol.59, No.4. 2-22 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yajima, Y.: "On Estimation Theory of Strongly Dependent Time Series" Sugaku (In Japanese.). Vol.4, No.4. 336-351 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yajima, Y.: "On Recent Development of Economic Time Series Modelling" Ouyousuuri (In Japanese.). Vol.4, No.3. 221-237 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kunitomo,N.: "″Asymmetry in Economic Time Series and Simultaneous Switching Autoregressive Model″" Structural Change and Economic Dynamics. 近刊(Oxford). (1996)

    • Related Report
      1995 Annual Research Report
  • [Publications] Sato.S.: "Some Properties of the Maximum Likelihood Estimator in SImultaneous Switching Autoregressive Model" Journal of Time Series Analysis. (近刊). (1996)

    • Related Report
      1995 Annual Research Report
  • [Publications] Kunitomo,N.: "A Stationary and Nonstationary Simultaneous Switching Autoregressive Models with an application" Discussion Paper Faculty of Economics,University of Tokyo. 95-F-13. (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Yajima,Y.: "On Estimation and Testing about Unit Root Processey with Missing Observations" Discussion Paper Faculty of Economics,Tezukayama University. F-101. (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Yajima,Y.: "Estimation of the Frequency of Unbounded Spectral Densties" Discussion Paper Faculty of Economics,University of Tokyo. 95-F-9. (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 矢島美寛: "時系列解析における長期記憶モデルについて" 応用統計学. Vol.23. 1-19

    • Related Report
      1995 Annual Research Report
  • [Publications] Kunitomo,Naoto: "Asymmetry in Economic Time Series and Simultaneous Switchrng Autoregressive Model" Structural Change and Economic Dynamics. (未定). (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] 矢島美寛: "Estimation of the peak of unbounded spectral density functions" 統計数理研究所共同研究リポート,時系列解析の理論と応用. 63. 59-61 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 国友直人: "「経済時系列における非線形性と不均衡計量経済モデル」" 「数理統計学の理論と応用」収録,東京大学出版会, 225(149-173) (1994)

    • Related Report
      1994 Annual Research Report

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Published: 1994-04-01   Modified: 2016-04-21  

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