86 citations · 572 across the 39 of their papers we have counts for
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stat.ML2017
Scalable Joint Models for Reliable Uncertainty-Aware Event Prediction
Hossein Soleimani, James Hensman, Suchi Saria
Missing data and noisy observations pose significant challenges for reliably predicting events from irregularly sampled multivariate time series (longitudinal) data. Imputation met…
stat.ML2017★ 26 cited
Treatment-Response Models for Counterfactual Reasoning with Continuous-time, Continuous-valued Interventions
Hossein Soleimani, Adarsh Subbaswamy, Suchi Saria
Treatment effects can be estimated from observational data as the difference in potential outcomes. In this paper, we address the challenge of estimating the potential outcome when…
stat.ML2017★ 86 cited
Reliable Decision Support using Counterfactual Models
Peter Schulam, Suchi Saria
Decision-makers are faced with the challenge of estimating what is likely to happen when they take an action. For instance, if I choose not to treat this patient, are they likely t…