Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models

This paper contains the likelihood analysis of vector autoregressive models allowing for cointegration. The author derives the likelihood ratio test for cointegrating rank and finds it asymptotic distribution. He shows that the maximum likelihood estimator of the cointegrating relations can be found by reduced rank regression and derives the likelihood ratio test of structural hypotheses about these relations. The author shows that the asymptotic distribution of the maximum likelihood estimator is mixed Gaussian, allowing inference for hypotheses on the cointegrating relation to be conducted using the Chi(" squared") distribution. Copyright 1991 by The Econometric Society.

[1]  T. W. Anderson Estimating Linear Restrictions on Regression Coefficients for Multivariate Normal Distributions , 1951 .

[2]  T. Anderson Statistical analysis of time series , 1974 .

[3]  E. J. Hannan,et al.  Vector linear time series models , 1976, Advances in Applied Probability.

[4]  G. C. Tiao,et al.  A canonical analysis of multiple time series , 1977 .

[5]  C. Granger Some properties of time series data and their use in econometric model specification , 1981 .

[6]  M. Tso Reduced‐Rank Regression and Canonical Analysis , 1981 .

[7]  H. White Asymptotic theory for econometricians , 1985 .

[8]  Søren Johansen,et al.  The Mathematical Structure of Error Correction Models. , 1985 .

[9]  Asymptotic Equivalence of OLS and GLS in Regressions with Integrated Regressors , 1986 .

[10]  P. Phillips,et al.  Multiple Time Series Regression with Integrated Processes , 1986 .

[11]  Gregory C. Reinsel,et al.  Reduced rank models for multiple time series , 1986 .

[12]  James H. Stock,et al.  Asymptotic Properties of Least Squares Estimators of Cointegrating Vectors , 1987 .

[13]  C. Granger,et al.  Co-integration and error correction: representation, estimation and testing , 1987 .

[14]  George E. P. Box,et al.  Identifying a Simplifying Structure in Time Series , 1987 .

[15]  S. Johansen STATISTICAL ANALYSIS OF COINTEGRATION VECTORS , 1988 .

[16]  Sam Ouliaris,et al.  Testing for cointegration using principal components methods , 1988 .

[17]  Peter C. B. Phillips,et al.  Spectral Regression for Cointegrated Time Series , 1988 .

[18]  J. Stock,et al.  Testing for Common Trends , 1988 .

[19]  P. Phillips,et al.  Statistical Inference in Regressions with Integrated Processes: Part 1 , 1988, Econometric Theory.

[20]  P. Bossaerts Common nonstationary components of asset prices , 1988 .

[21]  Peter C. B. Phillips,et al.  Statistical Inference in Regressions with Integrated Processes: Part 2 , 1989, Econometric Theory.

[22]  Dennis L. Hoffman,et al.  Long-Run Income and Interest Elasticities of Money Demand in the United States , 1989 .

[23]  Byung Sam Yoo,et al.  Cointegrated Economic Time Series: A Survey With New Results , 1989 .

[24]  Testing for a Unit Root Nonstationarity in Multivariate Autoregressive Time Series , 1989 .

[25]  G. Casella,et al.  Statistical Inference , 2003, Encyclopedia of Social Network Analysis and Mining.

[26]  Gregory C. Reinsel,et al.  Estimation for Partially Nonstationary Multivariate Autoregressive Models , 1990 .

[27]  J. Stock,et al.  INFERENCE IN LINEAR TIME SERIES MODELS WITH SOME UNIT ROOTS , 1990 .

[28]  Robert M. Kunst,et al.  Cointegration in a Macroeconomic System , 1990 .

[29]  S. Johansen,et al.  Some Structural Hypotheses in a Multivariate Cointegration Analysis of the Purchasing Power Parity and the Uncovered Interest Parity for UK , 1990 .

[30]  Peter C. B. Phillips,et al.  Optimal Inference in Cointegrated Systems , 1991 .

[31]  Søren Johansen,et al.  A Representation of Vector Autoregressive Processes Integrated of Order 2 , 1992, Econometric Theory.

[32]  Michael Osterwald-Lenum A Note with Quantiles of the Asymptotic Distribution of the Maximum Likelihood Cointegration Rank Test Statistics , 1992 .

[33]  R. Mosconi,et al.  NON-CAUSALITY IN COINTEGRATED SYSTEMS: REPRESENTATION ESTIMATION AND TESTING , 1992 .

[34]  Helmut Lütkepohl,et al.  Impulse response analysis of cointegrated systems , 1992 .

[35]  Joon Y. Park Canonical Cointegrating Regressions , 1992 .