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A Stastistical Analysis of Cointegration for I(2) Variables

Published online by Cambridge University Press:  11 February 2009

Søren Johansen
Affiliation:
Institute of Mathematical Statistics

Abstract

This paper discusses inference for I(2) variables in a VAR model. The estimation procedure suggested consists of two reduced rank regressions. The asymptotic distribution of the proposed estimators of the cointegrating coefficients is mixed Gaussian, which implies that asymptotic inference can be conducted using the χ2 distribution. It is shown to what extent inference on the cointegration ranks can be conducted using the tables already prepared for the analysis of cointegration of I(1) variables. New tables are needed for the test statistics to control the size of the tests. This paper contains a multivariate test for the existence of I(2) variables. This test is illustrated using a data set consisting of U.K. and foreign prices and interest rates as well as the exchange rate.

Type
Articles
Copyright
Copyright © Cambridge University Press 1995

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References

REFERENCES

Ahn, S.K. & Reinsel, G.C. (1988) Nested reduced-rank autoregressive models for multiple time series. Journal of the American Statistical Association 83, 849–856.Google Scholar
Anderson, T.W. (1951) Estimating linear restrictions on regression coefficients for multivariate normal distributions. Annals of Mathematical Statistics 22, 327–351.CrossRefGoogle Scholar
Berger, R.L. & Sinclair, D.F. (1984) Testing hypotheses concerning unions of linear sub spaces. Journal of the American Statistical Association 79, 158–163.CrossRefGoogle Scholar
Chan, N.H. & Wei, C.Z. (1988) Limiting distributions of least squares estimates of unstable autoregressive processes. Annals of Statistics 16, 367–401.CrossRefGoogle Scholar
Engle, R.F. & Granger, C.W.J. (1987) Co-integration and error correction: Representation, estimation and testing. Econometrica 55, 251–276.CrossRefGoogle Scholar
Engle, R.F. & Yoo, B.S. (1991) Cointegrated economic time series: A survey with new results. In Granger, C.W.J. & Engle, R.F. (eds.), Long-Run Economic Relations. Readings in Cointegration, pp. 237–266. Oxford: Oxford University Press.CrossRefGoogle Scholar
Granger, C.W.J. (1983) Cointegrated variables and error correction models. Discussion paper, University of California, San Diego.Google Scholar
Granger, C.W.J. & Engle, R.F. (1991) Long-Run Economic Relations. Readings in Cointegration. Oxford: Oxford University Press.Google Scholar
Granger, C.W.J. & Lee, T.-H. (1989) Investigations of production, sales and inventory relationships using multi cointegration and nonsymmetric error correction models. Journal of Applied Econometrics 4, 145–159.CrossRefGoogle Scholar
Gregoir, S. & Laroque, G. (1993) Multivariate integrated time series: A polynomial error correction representation theorem. Econometric Theory 9, 329–342.CrossRefGoogle Scholar
Hall, P. & Heyde, C.C. (1980) Martingale Limit Theory and Its Applications. New York: Academic Press.Google Scholar
Johansen, S. (1998a) Statistical analysis of cointegration vectors. Journal of Economic Dynamics and Control 12, 231–254.Google Scholar
Johansen, S. (1988b) The mathematical structure of error correction models. Contemporary Mathematics 80, 359–386.Google Scholar
Johansen, S. (1990) An Algorithm for Estimating the Cointegration Relations in Vector Autoregressive Processes Allowing for I(2) Variables. Discussion paper, University of Copenhagen.Google Scholar
Johansen, S. (1991) Estimation and hypothesis testing of cointegration vectors in Gaussian vector autoregressive models. Econometrica 59, 1551–1580.CrossRefGoogle Scholar
Johansen, S. (1992a) A Likelihood Analysis of the I(2) Model. Discussion paper, University of Copenhagen.Google Scholar
Johansen, S. (1992b) A representation of vector autoregressive processes integrated of order 2. Econometric Theory 8, 188–202.Google Scholar
Johansen, S. (1992c) An I(2) cointegration analysis of the purchasing power parity between Australia and USA. In Hargreaves, C. (ed.), Macroeconomic Modeling of the Long Run, pp. 229–248. London: Edward Elgar.Google Scholar
Johansen, S. (1992d) Determination of cointegration rank in the presence of a linear trend. Oxford Bulletin of Economics and Statistics 54, 383–397.CrossRefGoogle Scholar
Johansen, S. (1992e) Testing weak exogeneity and the order of cointegration in UK money demand data. Journal of Policy Modeling 14, 313–335.CrossRefGoogle Scholar
Johansen, S. & Juselius, K. (1990) Maximum likelihood estimation and inference on cointegration — With applications to the demand for money. Oxford Bulletin of Economics and Statistics 52, 169–210.CrossRefGoogle Scholar
Johansen, S. & Juselius, K. (1992) Structural tests in a multivariate cointegration analysis of the PPP and UIP for UK. Journal of Econometrics 53, 211–244.CrossRefGoogle Scholar
Kitamura, Y. (1994) Estimation of Cointegrated Systems with I(2) Processes. Working paper, University of Minnesota.Google Scholar
Pantula, S.G. (1989) Testing for unit roots in time series data. Econometric Theory 5, 256–271.CrossRefGoogle Scholar
Paruolo, P. (1992) Testing for Multicointegration in a Two-Stage Analysis of I(2) Systems. Working paper, University of Bologna.Google Scholar
Paruolo, P. (1994) Asymptotic Efficiency of the 2 Step Estimator in I(2) VAR Systems. Working paper, University of Bologna.Google Scholar
Phillips, P.C.B. (1988) Weak convergence to the matrix stochastic integral ∫B(dB)′. Journal of Multivariate Analysis 24, 252–264.Google Scholar
Phillips, P.C.B. (1991) Optimal inference in cointegrated systems. Econometrica 59, 256–271.CrossRefGoogle Scholar
Phillips, P.C.B. & Solo, V. (1992) Asymptotics of linear processes. Annals of Statistics 20, 971–1001.CrossRefGoogle Scholar
Stock, J.H. & Watson, M.W. (1993). A simple estimator of cointegrating vectors in higher order integrated systems. Econometrica 61, 783–821.CrossRefGoogle Scholar