Metadata-Version: 2.1
Name: npDoseResponse
Version: 0.0.7
Summary: Nonparametric Estimation and Inference on Dose-Response Curves
Home-page: https://github.com/zhangyk8/npDoseResponse
Author: Yikun Zhang
Author-email: yikunzhang@foxmail.com
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Requires-Python: >=3.8
Description-Content-Type: text/markdown
License-File: LICENSE
Requires-Dist: numpy>=1.16

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# Nonparametric Estimation and Inference on Dose-Response Curves

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](https://github.com/zhangyk8/NPDoseResponse/tree/main/Paper_Code).

* Free software: MIT license
* Python Package Documentation: [https://npdoseresponse.readthedocs.io](https://npdoseresponse.readthedocs.io).

Installation guide
--------

```npDoseResponse``` requires Python 3.8+ (earlier version might be applicable) and [NumPy](http://www.numpy.org/). 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
--------

<a name="npdoseresponse">[1]</a> Y. Zhang, Y.-C. Chen, and A. Giessing (2024+) Nonparametric Inference on Dose-Response Curves Without the Positivity Condition [arXiv:2405.09003](https://arxiv.org/abs/2405.09003).

