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kimmo1019 authored and kimmo1019 committed Apr 14, 2024
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Expand Up @@ -9,7 +9,7 @@ CausalEGM - An Encoding Generative Modeling Approach to Dimension Reduction and

.. include:: _key_contributors.rst

Causal inference has become an extremely essential topic in modern observational studies with rich covariate information. However, it is often challenging to estimate the causal effect with high-dimensional covariates
Causal inference has become extremely essential within modern observational studies with rich covariate information. However, it is often challenging to estimate the causal effect with high-dimensional covariates
due to the “curse of dimensionality”.

We develop **CausalEGM**, a deep learning framework for nonlinear dimension reduction and generative modeling of the dependency among covariate features affecting treatment and response.
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