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add method to compute average treatment effects #73

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merged 18 commits into from
Aug 7, 2024
Merged

add method to compute average treatment effects #73

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7b7d5a6
add method to compute ATEs using pseudo-outcomes
apoorvalal Aug 1, 2024
0fe24a6
add deps for doc build
apoorvalal Aug 2, 2024
f0db6de
Merge pull request #1 from apoorvalal/ate
apoorvalal Aug 2, 2024
793b80a
Merge branch 'main' into ate
apoorvalal Aug 2, 2024
246f7e8
address review comments
apoorvalal Aug 5, 2024
3b2777c
Move fixed propensity model to utils. (#72)
kklein Aug 2, 2024
fbbe76d
address review comments
apoorvalal Aug 5, 2024
df0cb97
Merge branch 'ate' of https://github.com/apoorvalal/metalearners into…
kklein Aug 6, 2024
6ff118f
Generate new lock file.
kklein Aug 6, 2024
62cf281
Apply pchs.
kklein Aug 6, 2024
9da63e9
Rename method from treatment_effects to average_treatment_effects.
kklein Aug 6, 2024
98d4408
Add indicator for oos data.
kklein Aug 6, 2024
5ddf553
Revert "Move fixed propensity model to utils. (#72)"
apoorvalal Aug 6, 2024
8c1d192
Merge branch 'ate' of https://github.com/apoorvalal/metalearners into…
kklein Aug 6, 2024
0acba12
Update pixi lock.
kklein Aug 6, 2024
f961739
Merge pull request #2 from kklein/ate
apoorvalal Aug 6, 2024
dec01bc
Fix notebook.
kklein Aug 7, 2024
7941bbd
Remove jupyter magic.
Aug 7, 2024
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8 changes: 8 additions & 0 deletions CHANGELOG.rst
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Expand Up @@ -22,6 +22,14 @@ Changelog

* Added ``_necessary_onnx_models`` to :class:`metalearners.MetaLearner`.

* Added :meth:`metalearners.metalearner.DRLearner.average_treatment_effect` to
compute AIPW point estimate and standard error for _average
treatment effects (ATE)_
without requiring a full model fit (which is required for CATE
estimation). A new notebook contains examples.

* Added :meth:`metalearners.metalearner.DRLearner.treatment_effect` to compute AIPW point estimate and standard error for _average treatment effects (ATE)_ without requiring a full model fit (which is required for CATE estimation). A new notebook contains examples.

0.8.0 (2024-07-22)
------------------

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