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。
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
