Nonparametric Estimation and Inference on Dose-Response Curves
The proposed localized derivative estimator.
Nonparametric bootstrap inference on the derivative effect via our loc...
The proposed integral estimator.
Nonparametric bootstrap inference on the dose-response curve via our i...
The helper function for retrieving a kernel function and its associate...
The (partial) local polynomial regression.
The main function of the (partial) local polynomial regression.
The regression adjustment estimator of the dose-response curve.
The rule-of-thumb bandwidth selector for the (partial) local polynomia...
A novel integral estimator for estimating the causal effects with continuous treatments (or dose-response curves) and a localized derivative estimator for estimating the derivative effects. The inference on the dose-response curve and its derivative is conducted via nonparametric bootstrap. The reference paper is Zhang, Chen, and Giessing (2024) <doi:10.48550/arXiv.2405.09003>.
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