61 citations
- Centre National de la Recherche ScientifiqueFR5 papers
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- Commissariat à l'Énergie Atomique et aux Énergies AlternativesFR3 papers
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- CEA Paris-SaclayFR2 papers
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- Électricité de France (France)FR2 papers
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- Laboratoire de Mathématiques d'OrsayFR2 papers
- Libera Università Internazionale degli Studi Sociali Guido CarliIT2 papers
- Robert Bosch (India)IN2 papers
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stat.ME2024★ 1 cited
Sharp Bounds for Continuous-Valued Treatment Effects with Unobserved Confounders
Jean-Baptiste Baitairian, Bernard Sebastien, Rana Jreich +2
In causal inference, treatment effects are typically estimated under the ignorability, or unconfoundedness, assumption, which is often unrealistic in observational data. By relaxin…
stat.ME2014★ 61 cited
Empirical risk minimization for heavy-tailed losses
Christian Brownlees, Emilien Joly, Gábor Lugosi
The purpose of this paper is to discuss empirical risk minimization when the losses are not necessarily bounded and may have a distribution with heavy tails. In such situations, us…