Type I Tobit Bayesian Additive Regression Trees for Censored Outcome Regression
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- Chib, Siddhartha & Greenberg, Edward, 2010. "Additive cubic spline regression with Dirichlet process mixture errors," Journal of Econometrics, Elsevier, vol. 156(2), pages 322-336, June.
- Fair, Ray C, 1977.
"A Note on the Computation of the Tobit Estimator,"
Econometrica, Econometric Society, vol. 45(7), pages 1723-1727, October.
- Ray C. Fair, 1976. "A Note on the Computation of the Tobit Estimator," Cowles Foundation Discussion Papers 434, Cowles Foundation for Research in Economics, Yale University.
- Hailin Huang & Yanlin Tang & Yuanzhang Li & Hua Liang, 2019. "Estimation in additive models with fixed censored responses," Journal of Nonparametric Statistics, Taylor & Francis Journals, vol. 31(1), pages 131-143, January.
- Fair, Ray C, 1978.
"A Theory of Extramarital Affairs,"
Journal of Political Economy, University of Chicago Press, vol. 86(1), pages 45-61, February.
- Ray C. Fair, 1976. "A Theory of Extramarital Affairs," Cowles Foundation Discussion Papers 436, Cowles Foundation for Research in Economics, Yale University.
- Ioannatos, Petros E, 1995. "Censored Regression Estimation under Unobserved Heterogeneity: A Stochastic Parameter Approach," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(3), pages 327-335, July.
- Arman Oganisian & Nandita Mitra & Jason A. Roy, 2021. "A Bayesian nonparametric model for zero‐inflated outcomes: Prediction, clustering, and causal estimation," Biometrics, The International Biometric Society, vol. 77(1), pages 125-135, March.
- Omori, Yasuhiro, 2007.
"Efficient Gibbs sampler for Bayesian analysis of a sample selection model,"
Statistics & Probability Letters, Elsevier, vol. 77(12), pages 1300-1311, July.
- Yasuhiro Omori, 2007. "Efficient Gibbs Sampler for Bayesian Analysis of a Sample Selection Model," CIRJE F-Series CIRJE-F-481, CIRJE, Faculty of Economics, University of Tokyo.
- Heuchenne, C. & Van Keilegom, I., 2010. "Estimation in nonparametric location-scale regression models with censored data," LIDAM Reprints ISBA 2010015, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
- Cédric Heuchenne & Ingrid Keilegom, 2010. "Estimation in nonparametric location-scale regression models with censored data," Annals of the Institute of Statistical Mathematics, Springer;The Institute of Statistical Mathematics, vol. 62(3), pages 439-463, June.
- Jing Cheng & Dylan S. Small, 2021. "Semiparametric models and inference for the effect of a treatment when the outcome is nonnegative with clumping at zero," Biometrics, The International Biometric Society, vol. 77(4), pages 1187-1201, December.
- Lee, Myoung-Jae, 1995. "Semi-parametric Estimation of Simultaneous Equations with Limited Dependent Variables: A Case Study of Female Labour Supply," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(2), pages 187-200, April-Jun.
- Taddy, Matthew A. & Kottas, Athanasios, 2010. "A Bayesian Nonparametric Approach to Inference for Quantile Regression," Journal of Business & Economic Statistics, American Statistical Association, vol. 28(3), pages 357-369.
- Conley, Timothy G. & Hansen, Christian B. & McCulloch, Robert E. & Rossi, Peter E., 2008. "A semi-parametric Bayesian approach to the instrumental variable problem," Journal of Econometrics, Elsevier, vol. 144(1), pages 276-305, May.
- Xinyu Zhang & Alan Wan & Sherry Zhou, 2012. "Focused Information Criteria, Model Selection, and Model Averaging in a Tobit Model With a Nonzero Threshold," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 132-142.
- Franses,Philip Hans & Paap,Richard, 2010.
"Quantitative Models in Marketing Research,"
Cambridge Books,
Cambridge University Press, number 9780521143653.
- Franses,Philip Hans & Paap,Richard, 2001. "Quantitative Models in Marketing Research," Cambridge Books, Cambridge University Press, number 9780521801669, October.
- Antonio R. Linero & Yun Yang, 2018. "Bayesian regression tree ensembles that adapt to smoothness and sparsity," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 80(5), pages 1087-1110, November.
- Ji, Yonggang & Lin, Nan & Zhang, Baoxue, 2012. "Model selection in binary and tobit quantile regression using the Gibbs sampler," Computational Statistics & Data Analysis, Elsevier, vol. 56(4), pages 827-839.
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