References

Open Source Software Projects

Python Packages

• DoWhy: a package for causal inference based on causal graphs.
• CausalLift: a package for uplift modeling based on T-learner :cite:`kunzel2019metalearners`.
• PyLift: a package for uplift modeling based on the transformed outcome method in :cite:`athey2016recursive`.
• EconML: a package for treatment effect estimation with orthogonal random forest :cite:`oprescu2018orthogonal`, DeepIV :cite:`hartford2017deep` and other ML methods.

R Packages

• uplift: a package for treatment effect estimation with ML.
• grf: a package for forest-based honest estimation from :cite:`athey2019generalized`.

Papers

.. bibliography:: refs.bib
    :style: plain