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Allow continuous treatment in causal_survival_forest #1280

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merged 15 commits into from Apr 3, 2023

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@erikcs erikcs commented Mar 24, 2023

The reason CSF was restricted to a binary W was for simplicity, it simplifies nuisance estimation. In principle there is nothing preventing the CSF construction from being applied in the continuous exposure setting, the estimand and interpretation follows from causal forest.

This PR makes no changes to the case when W is binary. When W is continuous an additional survival forest is used to estimate m(x) = E[f(T) | X].

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@erikcs erikcs merged commit ecc477b into grf-labs:master Apr 3, 2023
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@erikcs erikcs deleted the continW-csf branch April 3, 2023 23:21
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