Modeling Selectivity in Count-Data Models

This article presents a method for modeling endogenous selectivity in count data. As in the case of the switching-regression model, two regimes are distinguished with potentially different data-generating processes. The regime choice is allowed to be correlated with the observed count in each of the regimes. An estimable model is obtained by transforming the underlying processes to the bivariate normal distribution. An empirical application on trip count is provided.

[1]  A. Gallant,et al.  Semi-nonparametric Maximum Likelihood Estimation , 1987 .

[2]  P. Mohnen,et al.  R&D and Patents: Which Way Does the Causality Run? , 2001 .

[3]  D. Andrews Chi-Square Diagnostic Tests for Econometric Models: Introduction and Applications , 1988 .

[4]  R. Winkelmann Econometric Analysis of Count Data , 1997 .

[5]  Joseph V. Terza,et al.  Estimating count data models with endogenous switching: Sample selection and endogenous treatment effects , 1998 .

[6]  Hans van Ophem,et al.  A GENERAL METHOD TO ESTIMATE CORRELATED DISCRETE RANDOM VARIABLES , 1999, Econometric Theory.

[7]  J. Mullahy Specification and testing of some modified count data models , 1986 .

[8]  M. Lindeboom,et al.  Heterogeneity in Models for Bivariate Survival: the Importance of the Mixing Distribution , 1994 .

[9]  Ivar E. Strand,et al.  Sample Selection Bias in the Estimation of Recreation Demand Functions: An Application to Sportfishing , 1990 .

[10]  V. Smith,et al.  Selection and Recreation Demand , 1988 .

[11]  W. Greene,et al.  Sample Selection in the Poisson Regression Model , 1995 .

[12]  Gerard J. van den Berg,et al.  Association measures for durations in bivariate hazard rate models , 1997 .

[13]  Rainer Winkelmann,et al.  Duration Dependence and Dispersion in Count-Data Models , 1995 .

[14]  Steven Stern,et al.  Semiparametric estimation of count regression models , 1999 .

[15]  Lung-fei Lee Generalized Econometric Models with Selectivity , 1983 .

[16]  Pravin K. Trivedi,et al.  Regression Analysis of Count Data , 1998 .

[17]  G. Maddala Limited-dependent and qualitative variables in econometrics: Introduction , 1983 .

[18]  Paul A. Ruud,et al.  Handbook of Econometrics: Classical Estimation Methods for LDV Models Using Simulation , 1993 .

[19]  D. Andrews Chi-Square Diagnostic Tests for Econometric Models: Theory , 1988 .

[20]  P. Schmidt,et al.  Limited-Dependent and Qualitative Variables in Econometrics. , 1984 .

[21]  William H. Greene,et al.  FIML Estimation of Sample Selection Models for Count Data , 1997 .

[22]  M. Schellhorn The effect of variable health insurance deductibles on the demand for physician visits. , 2001, Health economics.

[23]  Pravin K. Trivedi,et al.  Regression Analysis of Count Data , 1998 .