Causal Machine Learning

因果推論に機械学習を活用したアルゴリズムたち。

• Meta Learner
• Causal ML系の応用研究
• モデルの評価
• Double/Debiased Machine Learning (DML)
• Causal Forest / GRF

reading list¶

Kaddour, J., Lynch, A., Liu, Q., Kusner, M. J., & Silva, R. (2022). Causal machine learning: A survey and open problems. arXiv preprint arXiv:2206.15475.

Chen, Y., Chen, J., Zhao, S., Xu, X., Liu, X., Zhang, X., & Zhang, H. (2024). Inferring the heterogeneous effect of urban land use on building height with causal machine learning. GIScience & Remote Sensing, 61(1), 2321695.

Bach, P., Schacht, O., Chernozhukov, V., Klaassen, S., & Spindler, M. (2024). Hyperparameter Tuning for Causal Inference with Double Machine Learning: A Simulation Study. arXiv preprint arXiv:2402.04674.

Library Flow Chart — econml 0.15.0 documentation