Nonparametric Inference on Dose-Response Curve and its Derivative: With and Without Positivity
Project description
Nonparametric Inference on Dose-Response Curve and its Derivative
This package implements the proposed integral estimator and a localized derivative estimator for estimating the covariate-adjusted regression function (or the dose-response curve in causal inference) and its derivative. We also document all the code for simulations and real-world case study in our paper here.
- Free software: MIT license
- Python Package Documentation: https://npdoseresponse.readthedocs.io.
- We also provide an R package npDoseResponse, though the Python package will be numerically stabler.
Installation guide
npDoseResponse requires Python 3.8+ (earlier version might be applicable) and NumPy. To install the latest version of npDoseResponse from this repository, run:
python setup.py install
To pip install a stable release, run:
pip install npDoseResponse
References
[1] Y. Zhang, Y.-C. Chen, and A. Giessing (2024+) Nonparametric Inference on Dose-Response Curves Without the Positivity Condition arXiv:2405.09003.
