Search Results for author: Jacob M. Chen

Found 2 papers, 2 papers with code

Proximal Causal Inference With Text Data

1 code implementation12 Jan 2024 Jacob M. Chen, Rohit Bhattacharya, Katherine A. Keith

Recent text-based causal methods attempt to mitigate confounding bias by estimating proxies of confounding variables that are partially or imperfectly measured from unstructured text data.

Causal Inference

On the consistency of supervised learning with missing values

3 code implementations19 Feb 2019 Julie Josse, Jacob M. Chen, Nicolas Prost, Erwan Scornet, Gaël Varoquaux

A striking result is that the widely-used method of imputing with a constant, such as the mean prior to learning is consistent when missing values are not informative.

Attribute Imputation +1

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