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20192024
most citedEstimating the Effects of Continuous-valued Interventions using Generative Adversarial Networks

50 citations · 167 across the 15 of their papers we have counts for

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Showing 2019Show all

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cs.LG2019★ 14 cited

Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders

Ioana Bica, Ahmed M. Alaa, Mihaela van der Schaar

The estimation of treatment effects is a pervasive problem in medicine. Existing methods for estimating treatment effects from longitudinal observational data assume that there are…