48 citations · 123 across the 10 of their papers we have counts for
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cs.LG2017★ 1 cited
Estimating Missing Data in Temporal Data Streams Using Multi-directional Recurrent Neural Networks
Jinsung Yoon, William R. Zame, Mihaela van der Schaar
Missing data is a ubiquitous problem. It is especially challenging in medical settings because many streams of measurements are collected at different - and often irregular - times…
cs.LG2017★ 48 cited
Deep Counterfactual Networks with Propensity-Dropout
Ahmed M. Alaa, Michael Weisz, Mihaela van der Schaar
We propose a novel approach for inferring the individualized causal effects of a treatment (intervention) from observational data. Our approach conceptualizes causal inference as a…