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20192024
most citedEstimating Counterfactual Treatment Outcomes over Time Through Adversarially Balanced Representations

31 citations · 101 across the 12 of their papers we have counts for

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Showing 2020Show all

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cs.LG2020★ 31 cited

Estimating Counterfactual Treatment Outcomes over Time Through Adversarially Balanced Representations

Ioana Bica, Ahmed M. Alaa, James Jordon +1

Identifying when to give treatments to patients and how to select among multiple treatments over time are important medical problems with a few existing solutions. In this paper, w…

cs.LG2020

Estimating the Effects of Continuous-valued Interventions using Generative Adversarial Networks

Ioana Bica, James Jordon, Mihaela van der Schaar

While much attention has been given to the problem of estimating the effect of discrete interventions from observational data, relatively little work has been done in the setting o…