Semiparametric estimation of nonstationary censored panel data models with time varying factor loads

Econometric Theory

Volumn 24, Issue 5, 2008, Pages 1149-1173

  Chen, Songnian ^a   Khan, Shakeeb ^b  

^a HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Hong Kong)

^b DUKE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 49549114213     PISSN: 02664666     EISSN: 14694360     Source Type: Journal    
DOI: 10.1017/S0266466608080468     Document Type: Article

References (51)

1. Ahn, H. & J.L. Powell (1993) Semiparametric estimation of censored selection models with a non-parametric selection mechanism. Journal of Econometrics 58, 3-29.
2. Andrews, D.W.K. (1994) Empirical process methods in econometrics. In R.F. Engle & D. McFadden (eds.), Handbook of Econometrics, vol. 4, pp. 2247-2294. North-Holland.
3. Andrews, D.W.K. & Y.J. Whang (1990) Additive interactive regression models: Circumvention of the curse of dimensionality. Econometric Theory 6, 466-479.
4. Arellano, M. & B. Honoré (2001) Panel data models: Some recent developments. In J.J. Heckman & E. Leamer (eds.), Handbook of Econometrics, vol. 5, pp. 3229-3296. North-Holland.
5. Ashenfelter, O. & D.J. Zimmerman (1997) Estimates of returns to schooling from sibling data. Review of Economics and Statistics 79, 1-9.
6. Bhattacharya, P.K. & A.K. Gangopadhyay (1990) Kernel and nearest neighbor estimation of a conditional quantile. Annals of Statistics 18, 1400-1415.
7. Buchinsky, M. & J. Hahn (1998) An alternative estimator for the censored quantile regression model. Econometrica 66, 653-672.
8. Chamberlain, G. (1982) Multivariate regression models for panel data. Journal of Econometrics 18, 5-46.
9. Chamberlain, G. (1984) Panel data. In Z. Griliches & M. Intriligator (eds.), Handbook of Econometrics, vol. 2, pp. 1247-1318. North-Holland.
10. Chaudhuri, P. (1991a) Nonparametric quantile regression. Annals of Statistics 19, 760-777.
11. Chaudhuri, P. (1991b) Global nonparametric estimation of conditional quantiles and their derivatives. Journal of Multivariate Analysis 39, 246-269.
12. Chaudhuri, P., K. Doksum, & A. Samarov (1997) On average derivative quantile regression. Annals of Statistics 25, 715-744.
13. Chay, K.Y. (1995) Evaluating the Impact of the 1964 Civil Rights Act on the Economic Status of Black Men Using Censored Longitudinal Earnings Data. Manuscript, Princeton University.
14. Chay, K.Y. & B.E. Honoré (1998) Estimation of semiparametric censored regression models. Journal of Human Resources 33, 4-38.
15. Chay, K.Y. & D.S. Lee (2000) Changes in relative wages in the 1980s: Returns to observed and unobserved skills and black-white wage differentials. Journal of Econometrics 99, 1-38.
16. Chen, S. (1998) Root-n Consistent Estimation of a Panel Data Sample Selection Model. Manuscript, Hong Kong University of Science and Technology.
17. Chen, S. & S. Khan (2000) Estimation of censored regression models in the presence of nonparametric multiplicative heteroskedasticity. Journal of Econometrics 98, 283-316.
18. Fan, J. & I. Gijbels (1996) Local Polynomial Modelling and Its Applications. Chapman and Hall.
19. Heckman, J.J. (1981) Statistical models for discrete panel data. In D. McFadden & C. Manski (eds.), Structural Analysis of Discrete Data with Econometric Applications. MIT Press.
20. Heckman, J.J. & T.E. MaCurdy (1980) A life cycle model of female labor supply. Review of Economic Studies 47, 47-74.
21. Holtz-Eakin, D., W.K. Newey, & H.S. Rosen (1988) Estimating vector autoregressions with panel data. Econometrica 56, 1371-1395.
22. Honoré, B.E. (1992) Trimmed LAD and least squares estimation of truncated and censored regression models with fixed effects. Econometrica 60, 533-565.
23. Honoré, B.E. (1998) IV Estimation of Panel Data Tobit Models with Normal Errors. Working paper, Princeton University.
24. Honoré, B.E., S. Khan, & J.L. Powell (2002) Quantile regression under random censoring. Journal of Econometrics 109, 67-105.
25. Honoré, B.E. & E. Kyriazidou (2000) Estimation of Tobit-type models with individual specific effects. Econometric Reviews 19, 341-366.
26. Honoré, B.E., E. Kyriazidou, & C. Udry (1997) Estimation of type 3 Tobit models using symmetric trimming and pairwise comparisons. Journal of Econometrics 76, 107-128.
27. Honoré, B.E. & A. Lewbel (2002) Semiparametric binary choice panel data models without strictly exogeneous regressors. Econometrica 70, 2053-2063.
28. Hsiao, C. (1986) Analysis of Panel Data. Cambridge University Press.
29. Khan, S. (2001) Two stage rank estimation of quantile index models. Journal of Econometrics 100, 319-355.
30. Khan, S. & J.L. Powell (2001) Two-step quantile estimation of semiparametric censored regression models. Journal of Econometrics 103, 73-110.
31. Koenker, R. & G.S. Bassett Jr. (1978) Regression quantiles. Econometrica 46, 33-50.
32. Koenker, R., P. Ng, & S. Portnoy (1994) Quantile smoothing splines. Biometrika 81, 673-680.
33. Koenker, R., S. Portnoy, & P. Ng (1992) Nonparametric estimation of conditional quantile function. In Y. Dodge (ed.), Proceedings of the Conference on L1-Statistical Analysis and Related Methods, pp. 217-229. Elsevier.
34. Kyriazidou, E. (1997) Estimation of a panel data sample selection model. Econometrica 65, 1335-1364.
35. Manski, C.F. (1987) Semiparametric analysis of random effects linear models from binary panel data. Econometrica 55, 357-362.
36. Newey, W.K. (1994) The asymptotic variance of semiparametric estimators. Econometrica 62, 1349-1382.
37. Newey, W.K. & D. McFadden (1994) Large sample estimation and hypothesis testing. In R.F. Engle & D. McFadden (eds.), Handbook of Econometrics, vol. 4. North-Holland.
38. Nijman, T. & M. Verbeek (1992) Nonresponse in panel data: The impact on estimates of a life cycle consumption function. Journal of Applied Econometrics 7, 243-257.
39. Powell, J.L. (1984) Least absolute deviations estimation for the censored regression model. Journal of Econometrics 25, 303-325.
40. Powell, J.L. (1986) Censored regression quantiles. Journal of Econometrics 32, 143-155.
41. Powell, J.L., J.H. Stock, & T.M. Stoker (1989) Semiparametric estimation of index coefficients. Econometrica 57, 1404-1430.
42. Solon, G. (1992) Intergenerational income mobility in the United States. American Economic Review 82(3), 393-408.
43. Solon, G. (1999) Intergenerational mobility in the labor market. In O. Ashenfelter & D. Card (eds.), Handbook of Labor Economics, vol. 3, pp. 1761-1800. North-Holland.
44. Stone, C.J. (1985) Additive regression and other nonparametric models. Annals of Statistics 13, 689-705.
45. Stute, W. (1986) Conditional empirical processes. Annals of Statistics 14, 638-647.
46. Tobin, J. (1958) Estimation of relationships for limited dependent variables. Econometrica 26, 24-36.
47. Troung, Y. (1989) Asymptotic properties of kernel estimates based on local medians. Annals of Statistics 17, 606-617.
48. Verbeek, M. & T. Nijman (1992) Testing for selectivity bias in panel data models. International Economics Review 33, 681-703.
49. Weiss, A.A. (1993) Some aspects of measurement error in a censored regression model. Journal of Econometrics 56, 169-188.
50. Zabel, J. (1992) Estimating fixed and random effects models with selectivity. Economic Letters 40, 269-272.
51. Zimmerman, D.J. (1992) Regression towards mediocrity in economic stature. American Economic Review 82, 409-429.