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03/15/2021
Estimating the Long-Term Effects of Novel Treatments
Policy makers typically face the problem of wanting to estimate the long...
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11/12/2020
Mostly Harmless Machine Learning: Learning Optimal Instruments in Linear IV Models
We provide some simple theoretical results that justify incorporating ma...
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06/12/2020
Minimax Estimation of Conditional Moment Models
We develop an approach for estimating models described via conditional m...
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02/17/2020
Double/Debiased Machine Learning for Dynamic Treatment Effects
We consider the estimation of treatment effects in settings when multipl...
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05/24/2019
Machine Learning Estimation of Heterogeneous Treatment Effects with Instruments
We consider the estimation of heterogeneous treatment effects with arbit...
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05/24/2019
Semi-Parametric Efficient Policy Learning with Continuous Actions
We consider off-policy evaluation and optimization with continuous actio...
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01/11/2019
Non-Parametric Inference Adaptive to Intrinsic Dimension
We consider non-parametric estimation and inference of conditional momen...
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03/19/2018
Adversarial Generalized Method of Moments
We provide an approach for learning deep neural net representations of m...
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12/30/2016
