Adjusting for unmeasured confounding in survival causal effect using validation data
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DOI: 10.1016/j.csda.2022.107660
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- Stute, W., 1993. "Consistent Estimation Under Random Censorship When Covariables Are Present," Journal of Multivariate Analysis, Elsevier, vol. 45(1), pages 89-103, April.
- Heejung Bang & James M. Robins, 2005. "Doubly Robust Estimation in Missing Data and Causal Inference Models," Biometrics, The International Biometric Society, vol. 61(4), pages 962-973, December.
- Guido W. Imbens & Tony Lancaster, 1994.
"Combining Micro and Macro Data in Microeconometric Models,"
The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(4), pages 655-680.
- Imbens, G.W. & Lancaster, T., 1991. "Combining Micro and Macro Data in Microeconometric Models," Harvard Institute of Economic Research Working Papers 1578, Harvard - Institute of Economic Research.
- Nilanjan Chatterjee & Yi-Hau Chen & Paige Maas & Raymond J. Carroll, 2016. "Constrained Maximum Likelihood Estimation for Model Calibration Using Summary-Level Information From External Big Data Sources," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 111(513), pages 107-117, March.
- Heejung Bang & Anastasios A. Tsiatis, 2002. "Median Regression with Censored Cost Data," Biometrics, The International Biometric Society, vol. 58(3), pages 643-649, September.
- Yingchao Zhong & Douglas E. Schaubel, 2022. "Restricted mean survival time as a function of restriction time," Biometrics, The International Biometric Society, vol. 78(1), pages 192-201, March.
- Weiwei Wang & Daniel Scharfstein & Zhiqiang Tan & Ellen J. MacKenzie, 2009. "Causal inference in outcome‐dependent two‐phase sampling designs," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 71(5), pages 947-969, November.
- Lawrence C. McCandless & Sylvia Richardson & Nicky Best, 2012. "Adjustment for Missing Confounders Using External Validation Data and Propensity Scores," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 107(497), pages 40-51, March.
- Chatterjee N. & Chen Y-H. & Breslow N.E., 2003. "A Pseudoscore Estimator for Regression Problems With Two-Phase Sampling," Journal of the American Statistical Association, American Statistical Association, vol. 98, pages 158-168, January.
- Yi‐Hau Chen, 2002. "Cox regression in cohort studies with validation sampling," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(1), pages 51-62, January.
- Shu Yang & Peng Ding, 2020. "Combining Multiple Observational Data Sources to Estimate Causal Effects," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 115(531), pages 1540-1554, July.
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Keywords
Average treatment effect; Confounder; Doubly robust; Propensity score; Survival data;All these keywords.
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