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Nonparametric estimation of natural direct and indirect effects based on inverse probability weighting
Hsu, Yu-Chin; Huber, Martin; Lai, Tsung-Chih - In: Journal of econometric methods 8 (2019) 1, pp. 1-20
Persistent link: https://www.econbiz.de/10012022995
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Empirical likelihood in causal inference
Zhang, Biao - In: Econometric reviews 35 (2016) 1/4, pp. 201-231
Persistent link: https://www.econbiz.de/10011549910
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Valid inference for treatment effect parameters under irregular identification and many extreme propensity scores
Heiler, Phillip; Kazak, Ekaterina - In: Journal of econometrics 222 (2021) 2, pp. 1083-1108
Persistent link: https://www.econbiz.de/10012619820
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Efficient augmented inverse probability weighted estimation in missing data problems
Qin, Jing; Zhang, Biao; Leung, Denis H. Y. - In: Journal of business & economic statistics : JBES ; a … 35 (2017) 1, pp. 86-97
Persistent link: https://www.econbiz.de/10011704109
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Testing the unconfoundedness assumption via inverse probability weighted estimators of (L)ATT
Donald, Stephen G.; Hsu, Yu-Chin; Lieli, Robert P. - In: Journal of business & economic statistics : JBES ; a … 32 (2014) 3, pp. 395-415
Persistent link: https://www.econbiz.de/10010488493
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Testing the unconfoundedness assumption via inverse probability weighted estimators of (L)ATT
Donald, Stephen G.; Hsu, Yu-Chin; Lieli, Robert P. - 2012
Persistent link: https://www.econbiz.de/10009682383
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Efficient covariate balancing for the local average treatment effect
Heiler, Phillip - In: Journal of business & economic statistics : JBES ; a … 40 (2022) 4, pp. 1569-1582
Persistent link: https://www.econbiz.de/10013540390
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Nonparametric estimation in case of endogenous selection
Breunig, Christoph; Mammen, Enno; Simoni, Anna - In: Journal of econometrics 202 (2018) 2, pp. 268-285
Persistent link: https://www.econbiz.de/10011974570
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Nonparametric estimation in case of endogenous selection
Breunig, Christoph; Mammen, Enno; Simoni, Anna - 2017
This paper addresses the problem of estimation of a nonparametric regression function from selectively observed data …-step estimation procedures are proposed and their rates of convergence are derived. Pointwise asymptotic distribution of the …
Persistent link: https://www.econbiz.de/10011894721
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Estimation and inference for distribution functions and quantile functions in endogenous treatment effect models
Hsu, Yu-Chin; Lieli, Robert P.; Lai, Tsung-chih - 2015
Persistent link: https://www.econbiz.de/10011383327