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Quantco / metalearners

MetaLearners for CATE estimation

https://metalearners.readthedocs.io/en/latest/

BSD 3-Clause "New" or "Revised" License

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Fix order of arguments in readme's code snippet

#93 kklein closed 1 month ago
1
Rename `indices` to `mask`. Closes issue #91

#92 kyracho closed 2 months ago
3
Rename internal `indices` to `mask`

#91 kklein closed 2 months ago
0
Add support for polars

#90 kklein opened 2 months ago
1
Add tests for `index_matrix` and `index_vector`

#89 kklein closed 2 months ago
1
Add support for polars

#88 kklein opened 2 months ago
2
Draft usage of pixi task for notebook analysis.

#87 kklein closed 2 months ago
3
add support for sparse X

#86 apoorvalal closed 2 months ago
4
Remove redundant benchmark condition.

#85 kklein closed 3 months ago
1
X-Learner: Use the same sample splits in all base models.

#84 kklein opened 3 months ago
2
Reuse conditional average outcome estimates for X-Learner pseudo outcome

#83 kklein closed 3 months ago
2
Provide nuisance estimates to pseudo-outcome methods

#82 kklein opened 3 months ago
0
Migrate to mkdocs

#81 thomasmarwitz opened 3 months ago
12
Leakage in X-Learner in-sample prediction

#80 kklein opened 3 months ago
1
Fix S-Learner's leakage

#79 kklein closed 3 months ago
1
Add `predict_conditional_average_outcomes` method to R-Learner

#78 kklein closed 3 months ago
1
Challenging "CATE estimation is not supervised learning"

#77 ogencoglu closed 3 months ago
2
Prepare release 0.9.0

#76 kklein closed 3 months ago
1
Fix test class signature.

#75 kklein closed 3 months ago
1
Adapt CI trigger to run on PR from fork.

#74 kklein closed 3 months ago
3
add method to compute average treatment effects

#73 apoorvalal closed 3 months ago
5
Move fixed propensity model to utils.

#72 kklein closed 3 months ago
3
Provide helper method to initiliaze a `MetaLearner` based on another `MetaLearner`

#71 kklein closed 4 months ago
3
Fixed propensity example

#70 FrancescMartiEscofetQC closed 4 months ago
4
Improve `fit_all_nuisance` and `fit_all_treatment` docstring

#69 FrancescMartiEscofetQC closed 4 months ago
2
Increase time limit grid search example

#68 FrancescMartiEscofetQC closed 4 months ago
1
Implement `predict_conditional_average_outcomes` for `RLearner`?

#67 FrancescMartiEscofetQC closed 3 months ago
0
Fix `evaluate` with not `None` `feature_set`

#66 FrancescMartiEscofetQC closed 4 months ago
1
Evaluate method fails if feature_set is not None

#65 ArseniyZvyagintsevQC closed 4 months ago
1
Split `fit` in `fit_all_nuisance` and `fit_all_treatment`

#64 FrancescMartiEscofetQC closed 4 months ago
1
Implement `CrossFitEstimator.score`

#63 FrancescMartiEscofetQC closed 4 months ago
1
Improve memory usage of `MetaLearnerGridSearch`

#62 FrancescMartiEscofetQC closed 4 months ago
1
Allow for other prediction methods in `CrossFitEstimator`

#61 FrancescMartiEscofetQC opened 4 months ago
0
Add errors in outcome validation and tests

#60 FrancescMartiEscofetQC closed 4 months ago
1
Implement adaptive clipping switch

#59 FrancescMartiEscofetQC closed 4 months ago
4
Fix index columns order for `MetaLearnerGridSearch.results_`

#58 FrancescMartiEscofetQC closed 4 months ago
3
Fix LIME example numpy - pandas conversion

#57 FrancescMartiEscofetQC closed 4 months ago
1
PyPI action: Specify OIDC permissions and GitHub environment

#56 kklein closed 4 months ago
0
Fix trigger of PyPI action

#55 kklein closed 4 months ago
0
Allow for passing of 'fixed' propensity scores

#54 kklein opened 4 months ago
3
Implement an ensembler of `MetaLearner`s

#53 kklein opened 4 months ago
3
Extension to DR-Learner: propensity clipping

#52 kklein closed 4 months ago
0
MetaLearners to be implemented

#51 kklein opened 4 months ago
0
Fix text in reuse example

#50 FrancescMartiEscofetQC closed 4 months ago
1
`MetaLearnerGridSearch` example

#49 FrancescMartiEscofetQC closed 4 months ago
6
Fix score time

#48 FrancescMartiEscofetQC closed 4 months ago
1
Fix index columns order for `MetaLearnerGridSearch.results_`

#47 FrancescMartiEscofetQC closed 4 months ago
0
Use pixi for benchmarking.

#46 kklein closed 4 months ago
1
Remove `git_root` from packaged modules

#45 kklein closed 4 months ago
1
Add value proposition and example to readme.

#44 kklein closed 4 months ago
1