Cointegration: an overview

An overview is given of cointegration analysis in the framework of the vec- tor autoregressive model for processes integrated of order one. We …nd the representation of the solution under dierent assumptions on the coe¢ cients and discuss brie‡y the role of the deterministic terms. We discuss the inter- pretation of cointegrating vectors and adjustment coe¢ cients and show by example for integrated processes of order one how many hypotheses can be formulated in terms of cointegrating vectors. The reduced rank approach to inference is discussed, and we show that many hypotheses on cointegrating vectors and adjustments vectors can be estimated and tested using Gaussian likelihood methods. The asymptotic analysis is outlined and a small sample correction is discussed. The mixed Gaussian distribution is used to for infer- ence on the cointegrating vectors. We treat brie‡y some further topics like testing for rational expectations, analysis of explosive roots and outline some results for the I(2) model. We conclude with a few results related to nonlinear cointegration and panel data cointegration.

[1]  S. Johansen Likelihood-Based Inference in Cointegrated Vector Autoregressive Models , 1996 .

[2]  T. W. Anderson On Asymptotic Distributions of Estimates of Parameters of Stochastic Difference Equations , 1959 .

[3]  S. Johansen The Role of Ancillarity in Inference for Non-stationary Variables , 1995 .

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

[5]  Gregory C. Reinsel,et al.  Estimation of partially nonstationary vector autoregressive models with seasonal behavior , 1994 .

[6]  N. Shephard,et al.  Autoregressive conditional root model , 2002 .

[7]  J. Muth Rational Expectations and the Theory of Price Movements , 1961 .

[8]  S. Johansen A Small Sample Correction for Tests of Hypotheses on the Cointegrating Vectors , 2002 .

[9]  P. Paruolo ASYMPTOTIC EFFICIENCY OF THE TWO STAGE ESTIMATOR IN I (2) SYSTEMS , 2000, Econometric Theory.

[10]  Byung Sam Yoo,et al.  Seasonal integration and cointegration , 1990 .

[11]  Gregory C. Reinsel,et al.  VECTOR AUTOREGRESSIVE MODELS WITH UNIT ROOTS AND REDUCED RANK STRUCTURE:ESTIMATION. LIKELIHOOD RATIO TEST, AND FORECASTING , 1992 .

[12]  Peter C. B. Phillips,et al.  Statistical Inference in Instrumental Variables Regression with I(1) Processes , 1990 .

[13]  Canonical Cointegrating Regression and Testing for Cointegration in the Presence of I(1) and I(2) Variables , 1997, Econometric Theory.

[14]  Tommaso Proietti Short-Run Dynamics in Cointegrated Systems , 1997 .

[15]  B. Nielsen The Asymptotic Distribution of Likelihood Ratio Test Statistics for Cointegration in Unstable Vector Autoregressive Processes , 2000 .

[16]  Robert J. Shiller,et al.  Cointegration and Tests of Present Value Models , 1987, Journal of Political Economy.

[17]  Timo Teräsvirta,et al.  Modelling Non-Linear Economic Relationships , 1993 .

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

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

[20]  S. Johansen A BARTLETT CORRECTION FACTOR FOR TESTS ON THE COINTEGRATING RELATIONS , 2000, Econometric Theory.

[21]  Anders Rygh Swensen,et al.  More on testing exact rational expectations in cointegrated vector autoregressive models : restricted drift terms , 2003 .

[22]  Mark W. Watson,et al.  Testing for Cointegration When Some of the Cointegrating Vectors are Prespecified , 1995, Econometric Theory.

[23]  Søren Johansen,et al.  Likelihood Analysis of the I(2) Model , 1997 .

[24]  A Small Sample Correction of the Dickey–Fuller Test , 2004 .

[25]  S. Johansen,et al.  Asymptotic Inference on Cointegrating Rank in Partial Systems , 1998 .

[26]  M. Pesaran,et al.  Modeling Regional Interdependencies Using a Global Error-correcting Macroeconometric Model Federal Reserve Bank of New York , 2001 .

[27]  B. Hansen,et al.  Testing for two-regime threshold cointegration in vector error-correction models , 2002 .

[28]  Søren Johansen,et al.  A Small Sample Correction for the Test of Cointegrating Rank in the Vector Autoregressive Model , 2002 .

[29]  Rolf Larsson,et al.  Likelihood-Based Cointegration Tests in Heterogeneous Panels , 2001 .

[30]  R. Douc,et al.  Asymptotic properties of the maximum likelihood estimator in autoregressive models with Markov regime , 2004, math/0503681.

[31]  W. Enders,et al.  Cointegration and Threshold Adjustment , 1998 .

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

[33]  Hans Christian Kongsted,et al.  Trend stationarity in the I(2) cointegration model , 1999 .

[34]  Anders Rahbek,et al.  Vector Equilibrium Correction Models with Non-Linear Discontinuous Adjustments , 2004 .

[35]  M. Pesaran,et al.  Structural analysis of vector error correction models with exogenous I(1) variables , 2000 .

[36]  Andrew Harvey,et al.  TESTS OF COMMON STOCHASTIC TRENDS , 2000, Econometric Theory.

[37]  Paolo Paruolo,et al.  ON THE DETERMINATION OF INTEGRATION INDICES IN I(2) SYSTEMS , 1996 .

[38]  Anders Rahbek,et al.  Cointegration rank inference with stationary regressors in VAR models , 1999 .

[39]  T. W. Anderson Reduced rank regression in cointegrated models , 2002 .

[40]  S. Johansen Interpretation of Cointegrating Coefficients in the Cointegrated Vector Autoregressive Model , 2005 .

[41]  A. Escribano,et al.  Nonlinear error correction models , 2002 .

[42]  M. Watson Vector autoregressions and cointegration , 1986 .

[43]  M. Hashem Pesaran,et al.  Impulse response analysis in nonlinear multivariate models , 1996 .

[44]  S. Johansen,et al.  Testing Rational Expectations in Vector Autoregressive Models , 1994 .

[45]  Ernst Schaumburg,et al.  Likelihood analysis of seasonal cointegration , 1999 .

[46]  H. P. Boswijk,et al.  MIXED NORMALITY AND ANCILLARITY IN I(2) SYSTEMS , 2000, Econometric Theory.

[47]  Stefano Fachin,et al.  Bootstrapping and Bartlett corrections in the cointegrated VAR model , 2003 .

[48]  Asymptotic properties of least squares statistics in general vector autoregressive models , 2001 .

[49]  G. Cubadda Complex Reduced Rank Models for Seasonally Cointegrated Time Series , 2001 .

[50]  David F. Hendry,et al.  Co-Integration, Error Correction, and the Econometric Analysis of Non-Stationary Data , 1993, Advanced texts in econometrics.

[51]  A. Welfe New Directions in Macromodelling , 2005 .

[52]  Bent Nielsen,et al.  Cointegration Analysis in the Presence of Structural Breaks in the Deterministic Trend , 2000 .

[53]  Søren Johansen,et al.  Statistical analysis of hypotheses on the cointegrating relations in the I(2) model , 2006 .

[54]  LR cointegration tests when some cointegrating relations are known , 2001 .

[55]  Hahn-Shik Lee,et al.  Maximum likelihood inference on cointegration and seasonal cointegration , 1992 .

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

[57]  T. Sargent,et al.  Exact linear rational expectations models: specification and estimation , 1981 .

[58]  Byeongseon Seo,et al.  TESTS FOR STRUCTURAL CHANGE IN COINTEGRATED SYSTEMS , 1998, Econometric Theory.

[59]  Paolo Paruolo,et al.  Weak exogeneity in I(2) VAR systems , 1999 .

[60]  W. Fuller,et al.  LIKELIHOOD RATIO STATISTICS FOR AUTOREGRESSIVE TIME SERIES WITH A UNIT ROOT , 1981 .

[61]  Søren Johansen,et al.  Some tests for parameter constancy in cointegrated VAR-models , 1999 .

[62]  P. Phillips,et al.  Linear Regression Limit Theory for Nonstationary Panel Data , 1999 .

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

[64]  Frank Kleibergen,et al.  Likelihood-Based Cointegration Analysis in Panels of Vector Error-Correction Models , 2003 .

[65]  H. P. Boswijk,et al.  Cointegration, identification and exogeneity: inference in structural error correction models , 1992 .