×

Discussion of Cui and Tchetgen Tchetgen (2020) and Qiu et al. (2020). (English) Zbl 1457.62366

Discussion of the articles [Y. Cui and E. Tchetgen Tchetgen, ibid. 116, No. 533, 162–173 (2021; Zbl 1457.62340); H. Qiu et al., ibid. 116, No. 533, 174–191 (2021; Zbl 1462.62682)].

MSC:

62P10 Applications of statistics to biology and medical sciences; meta analysis

Software:

ivitr
Full Text: DOI

References:

[1] Angrist, J. D.; Imbens, G. W.; Rubin, D. B., “Identification of Causal Effects Using Instrumental Variables, Journal of the American Statistical Association, 91, 444-455 (1996) · Zbl 0897.62130 · doi:10.1080/01621459.1996.10476902
[2] Baiocchi, M.; Small, D. S.; Lorch, S.; Rosenbaum, P. R., “Building a Stronger Instrument in an Observational Study of Perinatal Care for Premature Infants, Journal of the American Statistical Association, 105, 1285-1296 (2010) · Zbl 1388.62311 · doi:10.1198/jasa.2010.ap09490
[3] Balke, A.; Pearl, J., “Bounds on Treatment Effects From Studies With Imperfect Compliance, Journal of the American Statistical Association, 92, 1171-1176 (1997) · Zbl 0888.62049 · doi:10.1080/01621459.1997.10474074
[4] Cui, Y.; Tchetgen, Tchetgen; E., “A Semiparametric Instrumental Variable Approach to Optimal Treatment Regimes Under Endogeneity, Journal of the American Statistical Association (2020)
[5] Evans, W. N.; Schwab, R. M., “Finishing High School and Starting College: Do Catholic Schools Make a Difference?, The Quarterly Journal of Economics, 110, 941-974 (1995) · doi:10.2307/2946645
[6] Manski, C. F., “Nonparametric Bounds on Treatment Effects, The American Economic Review, 80, 319-323 (1990)
[7] Manski, C. F.; Pepper, J. V., “Monotone Instrumental Variables: With an Application to the Returns to Schooling, Econometrica, 68, 997-1010 (2000) · Zbl 1016.62133 · doi:10.1111/1468-0262.00144
[8] McClellan, M.; McNeil, B. J.; Newhouse, J. P., “Does More Intensive Treatment of Acute Myocardial Infarction in the Elderly Reduce Mortality? Analysis Using Instrumental Variables, JAMA, 272, 859-866 (1994) · doi:10.1001/jama.1994.03520110039026
[9] Neal, D., “The Effects of Catholic Secondary Schooling on Educational Achievement, Journal of Labor Economics, 15, 98-123 (1997) · doi:10.1086/209848
[10] Neuman, M. D.; Rosenbaum, P. R.; Ludwig, J. M.; Zubizarreta, J. R.; Silber, J. H., “Anesthesia Technique, Mortality, and Length of Stay After Hip Fracture Surgery, JAMA, 311, 2508-2517 (2014) · doi:10.1001/jama.2014.6499
[11] Pu, H., and Zhang, B. (2020), “Estimating Optimal Treatment Rules With an Instrumental Variable: A Partial Identification Learning Approach,” arXiv no. 2002.02579.
[12] Qiu, H.; Carone, M.; Sadikova, E.; Petukhova, M.; Kessler, R. C.; Luedtke, A., Optimal Individualized Decision Rules Using Instrumental Variable Methods, Journal of the American Statistical Association (2020)
[13] Robins, J. M., “The Analysis of Randomized and Non-Randomized Aids Treatment Trials Using a New Approach to Causal Inference in Longitudinal Studies, in Health Service Research Methodology: A Focus on AIDS, 113-159 (1989)
[14] Rouse, C. E., “Democratization or Diversion? The Effect of Community Colleges on Educational Attainment, Journal of Business & Economic Statistics, 13, 217-224 (1995)
[15] Swanson, S. A.; Hernán, M. A.; Miller, M.; Robins, J. M.; Richardson, T. S., “Partial Identification of the Average Treatment Effect Using Instrumental Variables: Review of Methods for Binary Instruments, Treatments, and Outcomes, Journal of the American Statistical Association, 113, 933-947 (2018) · Zbl 1398.92009 · doi:10.1080/01621459.2018.1434530
[16] Wang, L.; Tchetgen Tchetgen, E., “Bounded, Efficient and Multiply Robust Estimation of Average Treatment Effects Using Instrumental Variables, Journal of the Royal Statistical Society, Series B, 80, 531-550 (2018) · Zbl 1398.62348 · doi:10.1111/rssb.12262
[17] Zhang, B.; Tsiatis, A. A.; Laber, E. B.; Davidian, M., “A Robust Method for Estimating Optimal Treatment Regimes, Biometrics, 68, 1010-1018 (2012) · Zbl 1258.62116 · doi:10.1111/j.1541-0420.2012.01763.x
[18] Zhao, Y.; Zeng, D.; Rush, A. J.; Kosorok, M. R., “Estimating Individualized Treatment Rules Using Outcome Weighted Learning, Journal of the American Statistical Association, 107, 1106-1118 (2012) · Zbl 1443.62396 · doi:10.1080/01621459.2012.695674
This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching.