Testing Serial Correlation in Single Index Models

In this article, we propose two testing procedures for the serial correlation in single index models by virtue of B spline approximation for unknown single index function. Under some regular conditions, we show that our proposed statistics asymptotically follow normal and χ2 distribution. Many numerical studies illustrate that the proposed procedures can perform very well for moderate sample size.

[1]  Thomas M. Stoker,et al.  Semiparametric Estimation of Index Coefficients , 1989 .

[2]  A. Owen Empirical Likelihood Ratio Confidence Regions , 1990 .

[3]  Xiaotong Shen,et al.  Empirical Likelihood , 2002 .

[4]  Feng Liu,et al.  Testing serial correlation in semiparametric varying-coefficient partially linear EV models , 2008 .

[5]  Feng Liu,et al.  Testing Serial Correlation in Partial Linear Errors-in-Variables Models Based on Empirical Likelihood , 2008 .

[6]  Feng Liu,et al.  Testing serial correlation in semiparametric varying coefficient partially linear errors-in-variables model , 2009, J. Syst. Sci. Complex..

[7]  J. Durbin,et al.  Testing for serial correlation in least squares regression. I. , 1950, Biometrika.

[8]  James Durbin,et al.  Testing for Serial Correlation in Least-Squares Regression When Some of the Regressors are Lagged Dependent Variables , 1970 .

[9]  C. R. Deboor,et al.  A practical guide to splines , 1978 .

[10]  Xiaohui Liu,et al.  Testing Serial Correlation in Partially Linear Single-Index Errors-in-Variables Models , 2011 .

[11]  Ker-Chau Li,et al.  Sliced Inverse Regression for Dimension Reduction , 1991 .

[12]  Thanasis Stengos,et al.  Testing Serial Correlation in Semiparametric Time Series Models , 2003 .

[13]  Jiti Gao,et al.  Asymptotic theory for partly linear models , 1994 .

[14]  Cheng Hsiao,et al.  Testing serial correlation in semiparametric panel data models , 1998 .

[15]  Carl de Boor,et al.  A Practical Guide to Splines , 1978, Applied Mathematical Sciences.

[16]  J. Durbin,et al.  Testing for serial correlation in least squares regression. II. , 1950, Biometrika.

[17]  Li Wang,et al.  SPLINE ESTIMATION OF SINGLE-INDEX MODELS , 2009 .

[18]  Art B. Owen,et al.  Empirical Likelihood for Linear Models , 1991 .

[19]  H. Ichimura,et al.  SEMIPARAMETRIC LEAST SQUARES (SLS) AND WEIGHTED SLS ESTIMATION OF SINGLE-INDEX MODELS , 1993 .

[20]  W. Härdle,et al.  Optimal Smoothing in Single-index Models , 1993 .

[21]  T. Kariya Locally Robust Tests for Serial Correlation in Least Squares Regression , 1980 .

[22]  J. Friedman,et al.  Projection Pursuit Regression , 1981 .