Doubly Robust Estimator #1346
Doubly Robust Estimator #1346
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Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
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tagging @amit-sharma or @bloebp for review! |
Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
Signed-off-by: Nicholas Parente <[email protected]>
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Hey @nparent1 sorry for the delay. This PR is an excellent addition --thank you for adding this. I especially appreciate the clear docstrings and the detailed description of the DR estimator in the notebook, which will be beneficial for new users trying out the method.
I just noticed that the notebooks contain output cells too. If you can clear out the output cells, I'd be happy to go ahead and merge.
docs/source/example_notebooks/dowhy_doubly_robust_estimator.ipynb
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Signed-off-by: Nicholas Parente <[email protected]>
Thanks for the review @amit-sharma! I just cleared the output cells (72dc236), so should be good to merge! |
Signed-off-by: Nicholas Parente <[email protected]>
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PR to add support for the doubly robust estimator, with an example notebook. This PR addresses issue #407.
References:
Michele Jonsson Funk, Daniel Westreich, Chris Wiesen, Til Stürmer, M. Alan Brookhart, Marie Davidian, Doubly Robust Estimation of Causa Effects, American Journal of Epidemiology, Volume 173, Issue 1 April 2011, Pages 761-767, https://doi.org/10.1093/aje/kwq439