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Sensitivity analysis #199

Merged
merged 15 commits into from
Jun 24, 2020
Merged

Sensitivity analysis #199

merged 15 commits into from
Jun 24, 2020

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ppstacy
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@ppstacy ppstacy commented Jun 17, 2020

#190
There are 5 functions in IIA package for sensitivity analysis:

  • data_subset() is the same as SensitivitySubsetData()

  • pseudo_intervention() is same as SensitivityPlaceboTreatment()

  • random_replacement() is same as SensitivityRandomReplace()

  • random_covariate() is same as SensitivityRandomCause()

  • unmeasured_confounding() is same as SensitivitySelectionBias()

@ppstacy ppstacy linked an issue Jun 17, 2020 that may be closed by this pull request
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@jeongyoonlee jeongyoonlee left a comment

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Could you please add an example notebook for sensitivity analysis as well?

causalml/metrics/sensitivity.py Outdated Show resolved Hide resolved
@jeongyoonlee jeongyoonlee added the enhancement New feature or request label Jun 24, 2020
@jeongyoonlee jeongyoonlee self-requested a review June 24, 2020 18:31
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LGTM. Thanks!

@jeongyoonlee jeongyoonlee merged commit 75e22a4 into master Jun 24, 2020
huigangchen pushed a commit that referenced this pull request Jan 27, 2021
* add the sensitivity analysis methods and example notebook
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IIA Integration: Sensitivity Analysis
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