Search Results for author: David E. Heckerman

Found 2 papers, 0 papers with code

End-to-End Balancing for Causal Continuous Treatment-Effect Estimation

no code implementations27 Jul 2021 Mohammad Taha Bahadori, Eric Tchetgen Tchetgen, David E. Heckerman

In the process of optimization, these weights are automatically tuned to the specific dataset and causal inference algorithm being used.

Causal Inference

Debiasing Concept-based Explanations with Causal Analysis

no code implementations ICLR 2021 Mohammad Taha Bahadori, David E. Heckerman

Concept-based explanation approach is a popular model interpertability tool because it expresses the reasons for a model's predictions in terms of concepts that are meaningful for the domain experts.

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