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SMU SOE Seminar (October 4, 2023): Non-parametric Estimation and Uniform Inference of Treatment Effects

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Non-parametric Estimation and Uniform Inference of Treatment Effects

Ai et al. (2021) proposed an estimation of the general treatment model that encompasses binary, multi-valued, continuous, and a mixture of discrete and continuous treatments. They considered parametric treatment effects. This paper extends their results to the nonparametric treatment effects and to the nonparametric heterogeneous treatment effects. Under some sufficient conditions, the paper derives the large sample properties of the proposed estimator and establishes uniform confidence bands.
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Ai Chunrong

The Chinese University of Hong Kong, Shenzhen
Cross-sectional econometrics
Applied microeconomics
Chinese economy
Big data

4 October 2023 (Wednesday)

4pm - 5.30pm

Meeting Room 5.1, Level 5
School of Economics
Singapore Management University
90 Stamford Road
Singapore 178903