OPTIMAL TESTS FOR NESTED MODEL SELECTION WITH UNDERLYING PARAMETER INSTABILITY

This paper develops optimal tests for model selection between two nested models in the presence of underlying parameter instability. These are joint tests for both parameter instability and a null hypothesis on a subset of the parameters. They modify the existing tests for parameter instability to allow the parameter vector to be unknown. These test statistics are useful if one is interested in testing a null hypothesis on some parameters but is worried about the possibility that the parameters may be time varying. The paper provides the asymptotic distributions of this class of test statistics and their critical values for some interesting cases.I thank M. Watson for the idea of this paper and for numerous discussions, suggestions, comments, and teaching. I am grateful to T. Clark, G. Chow, R. Gallant, F. Sowell, N. Swanson, E. Tamer, and A. Tarozzi and also to the co-editor and two referees and to seminar participants at the University of Virginia, ECARES Université Libre de Brussels, the 2001 Triangle Econometrics Conference, the 2002 NBER Summer Institute, the 2003 Summer Meetings of the Econometric Society, and the 2003 EC2 Conference for comments. Financial support from IFS Summer Research, Princeton University, is gratefully acknowledged. All mistakes are mine.

[1]  D. Andrews Tests for Parameter Instability and Structural Change with Unknown Change Point , 1993 .

[2]  Walter Krämer,et al.  The Local Power of the CUSUM and CUSUM of Squares Tests , 1990, Econometric Theory.

[3]  Fallaw Sowell,et al.  Optimal tests for parameter instability in the generalized method of moments framework , 1996 .

[4]  W. Newey,et al.  A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelationconsistent Covariance Matrix , 1986 .

[5]  Peter A. Watt,et al.  TESTS OF EQUALITY BETWEEN SETS OF COEFFICIENTS IN TWO LINEAR REGRESSIONS WHEN DISTURBANCE VARIANCES ARE UNEQUAL: SOME SMALL SAMPLE PROPERTIES* , 1979 .

[6]  Walter Krämer,et al.  The CUSUM test for OLS residuals , 1992 .

[7]  D. Andrews Tests for Parameter Instability and Structural Change with Unknown Change Point , 1993 .

[8]  Norman R. Swanson,et al.  Bootstrap Conditional Distribution Tests in the Presence of Dynamic Misspecification , 2003 .

[9]  Donald W. K. Andrews,et al.  Optimal changepoint tests for normal linear regression , 1996 .

[10]  Eric Ghysels,et al.  Predictive Tests for Structural Change with Unknown Breakpoint , 1995 .

[11]  Seiji Nabeya,et al.  Asymptotic Theory of a Test for the Constancy of Regression Coefficients Against the Random Walk Alternative , 1988 .

[12]  Todd E. Clark,et al.  Forecast-Based Model Selection in the Presence of Structural Breaks , 2002 .

[13]  W. Newey,et al.  Large sample estimation and hypothesis testing , 1986 .

[14]  Graham Elliott,et al.  Optimally Testing General Breaking Processes in Linear Time Series Models , 2003 .

[15]  J. Stock,et al.  Median unbiased estimation of coefficient variance in a time-varying parameter model , 1998 .

[16]  J. Nyblom Testing for the Constancy of Parameters over Time , 1989 .

[17]  Donald W. K. Andrews,et al.  Admissibility of the Likelihood Ratio Test When a Nuisance Parameter is Present Only Under the Alternative , 1995 .

[18]  G. Chow Tests of equality between sets of coefficients in two linear regressions (econometrics voi 28 , 1960 .

[19]  P. Perron,et al.  Estimating and testing linear models with multiple structural changes , 1995 .

[20]  J. Nyblom,et al.  Comparisons of Tests for the Presence of Random Walk Coefficients in a Simple Linear Model , 1983 .

[21]  M. King Robust Tests for Spherical Symmetry and Their Application to Least Squares Regression , 1980 .

[22]  R. Quandt Tests of the Hypothesis That a Linear Regression System Obeys Two Separate Regimes , 1960 .

[23]  B. Rossi ARE EXCHANGE RATES REALLY RANDOM WALKS? SOME EVIDENCE ROBUST TO PARAMETER INSTABILITY , 2005, Macroeconomic Dynamics.

[24]  Structural Stability Testing in Models Estimated by Generalized Method of Moments , 1999 .

[25]  Norman R. Swanson,et al.  Bootstrap specification tests for diffusion processes , 2005 .

[26]  Todd E. Clark,et al.  The power of tests of predictive ability in the presence of structural breaks , 2005 .

[27]  D. Andrews,et al.  Optimal Tests When a Nuisance Parameter Is Present Only Under the Alternative , 1992 .

[28]  D. Andrews Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimation , 1991 .

[29]  Eric Ghysels,et al.  A Test for Structural Stability of Euler Conditions Parameters Estimated Via the Generalized Methods of Moments Estimators , 1990 .

[30]  Maxwell L. King,et al.  Locally Best Invariant Tests of the Error Covariance Matrix of the Linear Regression Model , 1985 .

[31]  R. Engle Wald, likelihood ratio, and Lagrange multiplier tests in econometrics , 1984 .