Econometrics
Papers (Econometrics)
Athey, Susan and Stefan Wager (2016), "Estimation and Inference of Heterogeneous Treatment Effects using Random Forests," JASSA (forthcoming).
Athey, Susan, Raj Chetty, Guido W. Imbens, Hyunseung Kang (2016), "Estimating Treatment Effects using Multiple Surrogates: The Role of the Surrogate Score and the Surrogate Index," arXiv:1603.09326.
Athey, Susan (2015), "Machine Learning and Causal Inference for Policy Evaluation," KDD '15 Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Pages 5-6
Igami, Mitsuru (2017), "Artificial Intelligence as Structural Estimation: Economic Interpretations of Deep Blue, Bonanza, and AlphaGo," mimeo., Yale.
Links to Talks
Athey, Susan, "Machine Learning and Causal Inference for Policy Evaluation," 2015.
Athey, Susan and Guido Imbens, NBER Summer Institute on Machine Learning, 2015.