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Uplift modeling and causal inference with machine learning algorithms

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Hello. I am analyzing trial results in which there are four treatments. Although the modeled results return contrasts between three of the treatments and a designated control group, I would...

**Is your feature request related to a problem? Please describe.** I'm trying to develop confidence measures from fitted `UpliftRandomForestClassifier`. For this, I need to know the summary statistics of leaf...

enhancement

**Describe the bug** A clear and concise description of what the bug is. The SHAP Tree Explainer function doesn't support causal ml causaltree It is related to issue [Issue 3273](https://www.google.com/url?sa=j&url=https%3A%2F%2Fgithub.com%2Fshap%2Fshap%2Fpull%2F3273&uct=1645034396&usg=nILeXayKmMGqigdplmzTkN3FDSs.&opi=76390225&source=meet)...

bug

I have got 2 questions: ## 1. Question: I am trying to implement this tutorial on my own pc => https://causalml.readthedocs.io/en/latest/examples/causal_trees_interpretation.html At TreeExplainer section here is the code that creates...

bug

During Friday's office hours we discussed adding an introduction for new users about meta-learners, propensity modeling, etc. This issue was created to track and collaborate on those updates. @jeongyoonlee, a...

enhancement

**Describe the bug** A clear and concise description of what the bug is. Hey I followed exactly steps listed here https://github.com/uber/causalml but I get bugs when I run this line...

bug

**Describe the bug** causalml/match.py::main imports nonexistent vars from features.py https://github.com/uber/causalml/blob/d26e0891f3aa6279e359fe6abe1dd77e1f125c8a/causalml/match.py#L427-L428 **To Reproduce** see above code

bug
good first issue

**Describe the bug** I am unable to install v0.14.0 due to errors with Cython: `Error compiling Cython file:` `causalml/inference/tree/causal/_builder.pyx:61:56: Cannot assign type 'double' to 'int'` **To Reproduce** Steps to reproduce...

installation

**Describe the bug** Hi Team! I used get_cumlift(), and got the lift for S-Learner like this: When I tried to duplicate the result, calculating it manually, the result is different...

bug

Hello! I found an AI-Specific Code smell in your project. The smell is called: Columns and DataType Not Explicitly Set You can find more information about it in this paper:...