The Impact of Machine Learning on Economics
Forthcoming in book: The Economics of Artificial Intelligence: An Agenda URL: http://www.nber.org/chapters/c14009.pdf
Context Selection for Embedding Models
Liping Liu, Francisco Ruiz, David Blei Neural Information Processing Systems, 2017: 4819-4828 URL: http://papers.nips.cc/paper/7067-context-selection-for-embedding-models
Structured Embedding Models for Grouped Data
Maja Rudolph, Francisco Ruiz, David Blei Neural Information Processing Systems, 2017: 250-260 URL: https://papers.nips.cc/paper/6629-structured-embedding-models-for-grouped-data
When Should You Adjust Standard Errors for Clustering?
Alberto Abadie, Guido Imbens, Jeffrey Wooldridge arXiv:1710.02926 October 9, 2017 URL: https://arxiv.org/abs/1710.02926
Matrix Completion Methods for Causal Panel Data Models
Mohsen Bayati, Nikolay Doudchenko, Guido Imbens, Khashayar Khosravi arXiv:1710.10251 Slides from NBER Summer Institute, Cambridge, July 27, 2017 URL: https://arxiv.org/abs/1710.10251
Sampling-based vs. Design-based Uncertainty in Regression Analysis (previously titled: Finite Population Causal Standard Errors)
Alberto Abadie, Guido W. Imbens, Jeffrey M. Wooldridge Econometrica (forthcoming). arXiv:1706.01778v1 June 6, 2017 URL: https://arxiv.org/abs/1706.01778
The State of Applied Econometrics: Causality and Policy Evaluation
Guido Imbens Journal of Economic Perspectives, 31(2), Spring 2017: 3-32 July 2016 URL: https://www.aeaweb.org/articles?id=10.1257/jep.31.2.3
Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges
Guido Imbens, Thai Pham, Stafan Wager American Economic Review, 107(5), May 2017: 278-281 URL: https://www.aeaweb.org/articles?id=10.1257/aer.p20171042
Exact P-values for Network Interference
Dean Eckles, Guido W. Imbens Journal of the American Statistical Association. 2017. URL: http://dx.doi.org/10.1080/01621459.2016.1241178
The Econometrics of Randomized Experiments
Guido Imbens Handbook of Economic Field Experiments, 1 (2017): 73-140. URL: https://www.elsevier.com/books/handbook-of-field-experiments/duflo/978-0-444-63324-8