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math.ST2022
Nonparametric Estimation of the Continuous Treatment Effect with Measurement Error
Wei Huang, Zheng Zhang
We identify the average dose-response function (ADRF) for a continuously valued error-contaminated treatment by a weighted conditional expectation. We then estimate the weights non…
math.ST2022
Nonparametric Estimation of Mediation Effects with A General Treatment
Lukang Huang, Wei Huang, Oliver Linton +1
To investigate causal mechanisms, causal mediation analysis decomposes the total treatment effect into the natural direct and indirect effects. This paper examines the estimation o…
math.ST2022★ 1 cited
Extreme Continuous Treatment Effects: Measures, Estimation and Inference
Wei Huang, Shuo Li, Liuhua Peng
This paper concerns estimation and inference for treatment effects in deep tails of the counterfactual distribution of unobservable potential outcomes corresponding to a continuous…