This tutorial introduces the instrumental variable synthesis (Ivy) framework proposed in
Ivy: Instrumental Variable Synthesis for Causal Inference (AISTATS 2020)
Citation:
@inproceedings{kuang2020ivy,
author = {Kuang, Zhaobin and Sala, Frederic and Sohoni, Nimit and Wu, Sen and Cordova-Palomera, Aldo and Dunnmon, Jared and Priest, James and R\'e, Christopher},
booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},
title = {{Ivy: Instrumental Variable Synthesis for Causal Inference}},
year = {2020}
}
- We recommend creating and using a conda environment in order to set up the tutorial properly:
# create a conda environment called ivy-tutorial with Python 3.6 dependency
conda create --name ivy-tutorial python=3.6
# activate the ivy-tutorial conda environment
conda activate ivy-tutorial
# make sure that pip is properly installed under the conda environment
conda install pip
- Under the repo directory, install dependencies using the following command:
pip install -r requirements.txt
- Open and run the notebook
ivy-intro-tutorial.ipynb!
jupyter notebook