Two-step series estimation of sample selection models

Econometrics Journal

Volumn 12, Issue SUPPL. 1, 2009, Pages

  Newey, Whitney K ^a  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Sample selection models; Semiparametric estimation; Series estimation; Two step estimation

Indexed keywords

EID: 67650659106     PISSN: 13684221     EISSN: 1368423X     Source Type: Journal    
DOI: 10.1111/j.1368-423X.2008.00263.x     Document Type: Article

References (30)

1. Ahn, H. and J. L. Powell (1993). Semiparametric estimation of censored selection models with a nonparametric selection mechanism. Journal of Econometrics 58, 3-29.
2. Cavanagh, C. and R. P. Sherman (1998). Rank estimators for monotonic index models. Journal of Econometrics 84, 351-81.
3. Chamberlain, G. (1986). Asymptotic efficiency in semiparametric models with censoring. Journal of Econometrics 32, 189-218.
4. Cosslett, S. R. (1983). Distribution-free maximum likelihood estimator of the binary choice model. Econometrica 51, 765-82.
5. Cosslett, S. R. (1991). Semiparametric estimation of a regression model with sample selectivity. In W. A. Barnett, J. L. Powell and G. Tauchen (Eds.), Nonparametric and Semiparametric Methods in Econometrics and Statistics, 175-97. Cambridge: Cambridge University Press.
6. Das, M., W. K. Newey and F. Vella (2003). Nonparametric estimation of sample selection models. Review of Economic Studies 70, 33-58.
7. Donald, S. G. and W. K. Newey (1994). Series estimation of semilinear models. Journal of Multivariate Analysis 50, 30-40.
8. Gallant, A. R. and D. W. Nychka (1987). Semi-nonparametric maximum likelihood estimation. Econometrica 55, 363-90.
9. Gronau, R. (1973). The effects of children on the housewife's value of time. Journal of Political Economy 81, S168-S199.
10. Heckman, J. J. (1974). Shadow prices, market wages, and labor supply. Econometrica 42, 679-93.
11. Heckman, J. J. (1976). The common structure of statistical models of truncation, sample selection and limited dependent variables and a simple estimator of such models. Annals of Economic and Social Measurement 5, 475-92.
12. Heckman, J. J. and R. Robb (1987). Alternative methods for evaluating the impact of interventions. In J. Heckman and B. Singer (Eds.), Longitudinal Analysis of Labor Market Data, 156-245. Cambridge, UK: Cambridge University Press.
13. Ichimura, H. (1993). Estimation of single index models. Journal of Econometrics 58, 71-120.
14. Klein, R. W. and R. S. Spady (1993). An efficient semiparametric estimator for discrete choice models. Econometrica 61, 387-421.
15. Lee, L. F. (1982). Some approaches to the correction of selectivity bias. Review of Economic Studies 49, 355-72.
16. Lee, L. F. (1994). Semiparametric two stage estimation of sample selection models subject to Tobit selection rules. Journal of Econometrics 61, 305-44.
17. Linton, O. (1995). Second order approximation in a partially linear regression model. Econometrica 63, 1079-1112.
18. Manski, C. (1975). Maximum score estimation of the stochastic utility model of choice. Journal of Econometrics 3, 205-28.
19. Newey, W. K. (1984). A method of moments interpretation of sequential estimators. Economics Letters 14, 201-06.
20. Newey, W. K. (1994). The asymptotic variance of semiparametric estimators. Econometrica 62, 1349-82.
21. Newey, W. K. (1997). Convergence rates and asymptotic normality for series estimators. Journal of Econometrics 79, 147-68.
22. Newey, W. K. and J. L. Powell (1993). Efficiency bounds for semiparametric selection models. Journal of Econometrics 58, 169-84.
23. Newey, W. K., J. L. Powell and J. R. Walker (1990). Semiparametric estimation of selection models: Some empirical results. American Economic Review Papers and Proceedings 80, 324-28.
24. Powell, M. J. D. (1981). Approximation Theory and Methods. Cambridge: Cambridge University Press.
25. Powell, J. L. (1994). Estimation of semiparametric models. In R. F. Engle and D. McFadden (Eds.), Handbook of Econometrics, Volume 4, 2443-521. New York: North-Holland.
26. Powell, J. L. (2001). Semiparametric estimation of censored selection models. In C. Hsiao, K. Morimune and J. Powell (Eds.), Nonlinear Statistical Modeling, 165-96. Cambridge: Cambridge University Press.
27. Powell, J. L., J. H. Stock and T. M. Stoker (1989). Semiparametric estimation of index coefficients. Econometrica 57, 1403-30.
28. Robinson, P. (1988). Root-n-consistent semiparametric regression. Econometrica 56, 931-54.
29. Ruud, P. A. (1986). Consistent estimation of limited dependent variable models despite misspecification of distribution. Journal of Econometrics 32, 157-87.
30. White, H. (1980). Using least squares to approximate unknown regression functions. International Economic Review 21, 149-70.