Welcome to Causal ML’s documentation¶
Contents:
- About Causal ML
- Methodology
- Installation
- API Quickstart
- Examples
- Meta-Learner Benchmarks with Synthetic Data in Nie and Wager (2020)
- Policy Learner by Athey and Wager (2018) with Binary Treatment
- Causal Trees/Forests Interpretation with Feature Importance and SHAP Values
- Causal Trees/Forests Treatment Effects Estimation and Tree Visualization
- CEVAE vs. Meta-Learners Benchmark with IHDP + Synthetic Datasets
- Unit Selection Based on Counterfactual Logic by Li and Pearl (2019)
- Counterfactual Value Estimation Using Outcome Imputation by Li and Pearl (2019)
- DR Learner vs. DR-IV Learner vs. X-Learner Benchmark with Synthetic Data
- DragonNet vs Meta-Learners Benchmark with IHDP + Synthetic Datasets
- Model Interpretation with Feature Importance and SHAP Values
- Feature Selection for Uplift Trees by Zhao et al. (2020)
- 2SLS Benchmarks with NLSYM + Synthetic Datasets
- Meta-Learners Examples - Training, Estimation, Validation, Visualization
- Meta-Learners Examples - Single/Multiple Treatment Cases
- Sensitivity Analysis Examples
- Uplift Trees/Forests Visualization
- Uplift Trees Example with Synthetic Data
- Uplift Curves with TMLE Example
- Logistic Regression Based Data Generation Function for Uplift Classification Problem
- Interpretable Causal ML
- Validation
- causalml package
- Submodules
- causalml.inference.tree module
- causalml.inference.meta module
- causalml.inference.iv module
- causalml.inference.nn module
- causalml.inference.tf module
- causalml.optimize module
- causalml.dataset module
- causalml.match module
- causalml.propensity module
- causalml.metrics module
- causalml.feature_selection module
- causalml.features module
- Module contents
- References
- Changelog
- 0.14.1 (Aug 2023)
- 0.14.0 (July 2023)
- 0.13.0 (Sep 2022)
- 0.12.3 (Feb 2022)
- 0.12.2 (Feb 2022)
- 0.12.1 (Feb 2022)
- 0.12.0 (Jan 2022)
- 0.11.0 (2021-07-28)
- 0.10.0 (2021-02-18)
- 0.9.0 (2020-10-23)
- 0.8.0 (2020-07-17)
- 0.7.1 (2020-05-07)
- 0.7.0 (2020-02-28)
- 0.6.0 (2019-12-31)
- 0.5.0 (2019-11-26)
- 0.4.0 (2019-10-21)
- 0.3.0 (2019-09-17)
- 0.2.0 (2019-08-12)
- 0.1.0 (unreleased)