EconML
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py-why
ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goal...
Hi, I was recently looking for **Targeted Maximum Likelihood Estimator (TMLE)** implementations in Python. To my best understanding EconML does not implement this estimator. Is that correct? If so, do...
In the file Case Study - Customer Segmentation at An Online Media Company - EconML + DoWhy.ipynb: `esw.dowhy.fit()` raise error cause "module 'networkx.algorithms' has no attribute 'd_separated'" It need to...
In `econml==0.14.0`, [`packaging`](https://github.com/pypa/packaging) is imported in [`econml/sklearn_extensions/linear_model`](https://github.com/microsoft/EconML/blob/d1baba1e676d5fa8c90b33bf21d806964ae12ec9/econml/sklearn_extensions/linear_model.py#L57) outside of a try-except (`ImportError`/`ModuleNotFoundError`) block. Consequently, if `packaging` isn't installed, the `linear_model` module can't be imported without an exception being raised. If...
Hi, thanks for the amazing library! I have some problems while experimenting with the SparseLinearDRLearner, and I hope I could borrow your mind on them. 1. In my case, I...
I have tried some CausalForestDML model and other DML model, I expect that model with better score shall be better, and the predicted ATE will be closer to ground truth...
@kbattocchi Hi Keith! I hope you had a great start into 2023. I wanted to ask you if I am able to use a Policy Tree and score new data...
I understand that there has been a couple of posts on how to distinguish between X and W (Issues [589](https://github.com/microsoft/EconML/issues/589) & [656](https://github.com/microsoft/EconML/issues/656)) These are a couple of points I have...
It seems the final_model of DynamicDML is fixed to _LinearDynamicModelFinal. Is it possible to customise this, or support CausalForest as the final_model in the future?
Am looking to import the latest release into an environment using scikit-learn 1.2.0. The current latest release of EconML(0.14.0) is not supporting this; while the latest commits on this git...
This PR will add the capability to bootstrap the final model only for estimators with final models.
