Inference on endogenously censored regression models using conditional moment inequalities

Journal of Econometrics

Volumn 152, Issue 2, 2009, Pages 104-119

  Khan, Shakeeb ^a   Tamer, Elie ^b  

^a DUKE UNIVERSITY   (United States)

^b NORTHWESTERN UNIVERSITY   (United States)

Author keywords

Conditional moment inequality models; Covariate dependent censoring; Endogeneity; Heteroscedasticity; Quantile minimum distance

Indexed keywords

CONDITIONAL MOMENT INEQUALITY MODELS; COVARIATE DEPENDENT CENSORING; ENDOGENEITY; HETEROSCEDASTICITY; QUANTILE MINIMUM DISTANCE;

NORMAL DISTRIBUTION; REGRESSION ANALYSIS; SAMPLING; VARIATIONAL TECHNIQUES;

IDENTIFICATION (CONTROL SYSTEMS);

EID: 68949205794     PISSN: 03044076     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jeconom.2009.01.006     Document Type: Article

References (46)

1. Abbring J.H., and van den Berg G.J. The identifiability of the mixed proportional hazards competing risks model. Econometrica 65 (2003) 701-710
2. Andrews, D., Berry, S., Jia, P., 2003. On placing bounds on parameters of entry games in the presence of multiple equilibria. Working Paper
3. Andrews, D., Soares, G., 2007. Inference for parameters defined by moment inequalities using generalize moment selection. Working Paper. Yale University
4. Andrews D.W.K., and Schafgans M. Semiparametric estimation of the intercept of a sample selection model. Review of Economic Studies 65 (1998) 487-517
5. Beran, R., 1981. Nonparametric regression with randomly censored survival data. Technical Report, California, Berkeley
6. Bierens H. A consistent conditional moment test of functional form. Econometrica 58 (1990) 1443-1458
7. Bijwaard G., and Ridder G. Correcting for selective compliance in a re-employment bonus experiment. Journal of Econometrics 125 (2005) 77-111
8. Bloom H. Accounting for no-shows in experimental evaluation designs. Evaluation Review 8 (1984) 225-246
9. Blundell R., and Powell J. Endogeneity in binary response models. Review of Economic Studies 73 (2004)
10. Blundell R., and Powell J. Censored quantile regression with endogenous regressors. Journal of Econometrics 141 (2007) 65-83
11. Buchinsky M., and Hahn J. An alternative estimator for the censored quantile regression model. Econometrica 66 (2001) 653-671
12. Buckley J., and James I. Linear regression with censored data. Biometrika 66 (1979) 429-436
13. Canay, I., 2007. EL inference for partially identified models: Large deviations optimality and bootstrap validity. Wisconsin Working Paper
14. Chen X., and Fan Y. Consistent hypothesis testing in semiparametric and nonparametric models for econometric time series. Journal of Econometrics 91 2 (1999) 373-401
15. Chernozhukov, V., Hong, H., Tamer, E., 2002. Inference in incomplete econometric models. Department of Economics, Princeton University
16. Cosslett S. Efficient semiparametric estimation of censored and truncated regressions via a smoothed self-consistency equation. Econometrica 72 (2004) 1277-1293
17. Dominguez M., and Lobato I. Consitent estimation of models defined by conditional moment restrictions. Econometrica 72 (2004) 1601-1615
18. Han A. The maximum rank correlation estimator. Journal of Econometrics (1987) 303-316
19. Heckman J., and Honoré B. The empirical content of the Roy model. Econometrica 58 (1990) 1121-1149
20. Hong H., and Tamer E. Inference in censored models with endogenous regressors. Econometrica 71 3 (2003) 905-932
21. Honoré B., Khan S., and Powell J. Quantile regression under random censoring. Journal of Econometrics 64 (2002) 241-278
22. Honoré B., and Lleras-Muney A. Bounds in competing risks models and the war on cancer. Econometrica 6 (2006) 1675-1698
23. Honoré B., and Powell J. Pairwise difference estimators of censored and truncated regression models. Journal of Econometrics 64 (1994) 241-278
24. Hosmer D., and Lemeshow S. Survival Analysis: Regression Modelling of Time to Event Data (1999), Wiley, New York, NY
25. Khan S., and Tamer E. Partial rank estimation of transformation models with general forms of censoring. Journal of Econometrics 136 (2007) 251-280
26. Koenker R., and Bassett G. Regression quantiles. Econometrica 46 (1978) 33-50
27. Koul H. Weighted Empirical Processes Dynamic Nonlinear Models (2002), Springer-Verlag, New York, NY
28. Koul H., Susarla V., and Ryzin J.V. Regression analysis with randomly right censored data. Annals of Statistics 9 (1981) 1276-1288
29. Lewbel A. Semiparametric qualitative response model estimation with unknown heteroscedasticity or instrumental variables. Journal of Econometrics 97 (2000) 145-177
30. Manski C., and Tamer E. Inference on regressions with interval data on a regressor or outcome. Econometrica 70 (2002) 519-547
31. Newey W., and McFadden D. Large sample estimation and hypothesis testing. In: Engle R., and McFadden D. (Eds). Handbook of Econometrics vol. 4 (1994), North Holland
32. Pakes A., and Pollard D. Simulation and the asymptotics of optimization estimators. Econometrica 57 5 (1989) 1027-1057
33. Pakes, A., Porter, J., Ho., K., Ishii, J., 2005. Moment inequalities and their applications. Working Paper
34. Peterson A.V. Bounds for a joint distribution function with fixed subdistribution functions: Applications to competing risks. Proceedings of the National Academy of Sciences of the United States of America (1976) 11-13
35. Pollard D. Convergence of Stochastic Processes (1984), Springer Verlag
36. Portnoy S. Censored regression quantiles. Journal of American Statistical Association 98 (2003) 1001-1012
37. Powell J. Least absolute deviations estimation for the censored regression model. Journal of Econometrics (1984) 303-325
38. Rosen, A., 2006. Confidence sets for partially identified parameters that satisfy a finite number of moment inequalities. UCL Working Paper
39. Serfling R. Approximation Theorems of Mathematical Statistics (1980), Wiley, New York, NY
40. Sherman R. The limiting distribution of the maximum rank correlation estimator. Econometrica 61 (1993) 123-137
41. Sherman R. Maximal inequalities for degenerate U-processes with applications to optimization estimators. Annals of Statistics 22 (1994) 439-459
42. Sherman R. U-processes in the analysis of a generalized semiparametric regression estimator. Econometric Theory 10 (1994) 372-395
43. Shiryaev A. Probability (1984), Springer-Verlag, New York, NY
44. Stute W. On almost sure convergence of conditional empirical distribution functions. Annals of Statistics 14 3 (1986) 891-901
45. Yang S. Censored median regression using weighted empirical survival and hazard functions. Journal of the American Statistical Association 94 (1999) 137-145
46. Ying Z., Jung S., and Wei L. Survival analysis with median regression models. Journal of the American Statistical Association 90 (1995) 178-184