Model selection for estimating treatment effects
作者： Craig A. Rolling , Yuhong Yang
DOI: 10.1111/RSSB.12043
关键词:
摘要: … to infer about the average treatment effect within a population … linear models with additive models or additive models with … methods of estimating heterogeneous treatment effects have …
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sci-hub.se 参考文章(20)
Paul W. Holland, Statistics and Causal Inference Journal of the American Statistical Association. ,vol. 81, pp. 945- 960 ,(1986) , 10.1080/01621459.1986.10478354
Seymour Geisser, The Predictive Sample Reuse Method with Applications Journal of the American Statistical Association. ,vol. 70, pp. 320- 328 ,(1975) , 10.1080/01621459.1975.10479865
Yuhong Yang, Can the strengths of AIC and BIC be shared? A conflict between model indentification and regression estimation Biometrika. ,vol. 92, pp. 937- 950 ,(2005) , 10.1093/BIOMET/92.4.937
Thierry Buclin, Amalio Telenti, Rafael Perera, Chantal Csajka, Hansjakob Furrer, Jeffrey K. Aronson, Paul P. Glasziou, Development and Validation of Decision Rules to Guide Frequency of Monitoring CD4 Cell Count in HIV-1 Infection before Starting Antiretroviral Therapy PLoS ONE. ,vol. 6, pp. e18578- ,(2011) , 10.1371/JOURNAL.PONE.0018578
Lihui Zhao, Lu Tian, Tianxi Cai, Brian Claggett, L. J. Wei, Effectively Selecting a Target Population for a Future Comparative Study Journal of the American Statistical Association. ,vol. 108, pp. 527- 539 ,(2013) , 10.1080/01621459.2013.770705
Kosuke Imai, Marc Ratkovic, Estimating treatment effect heterogeneity in randomized program evaluation The Annals of Applied Statistics. ,vol. 7, pp. 443- 470 ,(2013) , 10.1214/12-AOAS593
Charles J. Stone, Additive Regression and Other Nonparametric Models Annals of Statistics. ,vol. 13, pp. 689- 705 ,(1985) , 10.1214/AOS/1176349548
Gerda Claeskens, Nils Lid Hjort, None, The Focused Information Criterion Journal of the American Statistical Association. ,vol. 98, pp. 900- 916 ,(2003) , 10.1198/016214503000000819
Yuhong Yang, Yuedong Wang, Jean Opsomer, Nonparametric Regression with Correlated Errors Statistical Science. ,vol. 16, pp. 134- 153 ,(2001) , 10.1214/SS/1009213287
Stijn Vansteelandt, Maarten Bekaert, Gerda Claeskens, On model selection and model misspecification in causal inference Statistical Methods in Medical Research. ,vol. 21, pp. 7- 30 ,(2012) , 10.1177/0962280210387717