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Add addon HypEx (Hypotheses and Experiments) #104

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merged 2 commits into from
Jul 25, 2023

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@dev-rinchin dev-rinchin commented Jul 25, 2023

Added end-to-end pipeline for causal inference modeling HypEx (Hypotheses and Experiments).

It provides a standard interface that allows user to estimate the Average Treatment Effect (ATE), Average Treatment Effect on the Treated (ATT), and Average Treatment Effect on the Control (ATC)

The package currently supports the following features:

  • Feature selection via LightAutoML
  • Matching using faiss KNN
  • Outliers and Spearman filters
  • Validation of the result (Random treatment, random feature, random subset)
  • Data test (Standard mean difference (SMD) , Kolmogorov-Smirnov (KS-test) , Population Stability Index (PSI test), Repeats test

Check full guide of using here

@dev-rinchin dev-rinchin changed the title Add addon-matching Add addon HypEx (Hypotheses and Experiments) Jul 25, 2023
@dev-rinchin dev-rinchin added this to the release_0.3.8 milestone Jul 25, 2023
@dev-rinchin dev-rinchin added the enhancement New feature or request label Jul 25, 2023
@dev-rinchin dev-rinchin merged commit 703e06c into master Jul 25, 2023
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@dev-rinchin dev-rinchin deleted the feature/addon-matcher branch August 12, 2024 08:27
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