296 citations
- Centre National de la Recherche ScientifiqueFR30 papers
- Laboratoire de Probabilités et Modèles AléatoiresFR15 papers
- École PolytechniqueFR13 papers
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- Centre de Mathématiques Appliquées de l'École polytechniqueFR12 papers
- Modélisation aléatoire de Paris NanterreFR12 papers
- Mathématiques Appliquées à Paris 5FR10 papers
- Sorbonne UniversitéFR8 papers
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4 papers · 1 filter
Transforming Conditional Density Estimation Into a Single Nonparametric Regression Task
Alexander G. Reisach, Olivier Collier, Alex Luedtke +1
We propose a way of transforming the problem of conditional density estimation into a single nonparametric regression task via the introduction of auxiliary samples. This allows le…
The Fisher-Rao geometry of CES distributions
Florent Bouchard, Arnaud Breloy, Antoine Collas +2
When dealing with a parametric statistical model, a Riemannian manifold can naturally appear by endowing the parameter space with the Fisher information metric. The geometry induce…
On Medians of (Randomized) Pairwise Means
Pierre Laforgue, Stephan Clémençon, Patrice Bertail
Tournament procedures, recently introduced in Lugosi & Mendelson (2016), offer an appealing alternative, from a theoretical perspective at least, to the principle of Empirical Risk…
Low-rank Interaction with Sparse Additive Effects Model for Large Data Frames
Geneviève Robin, Hoi-To Wai, Julie Josse +2
Many applications of machine learning involve the analysis of large data frames-matrices collecting heterogeneous measurements (binary, numerical, counts, etc.) across samples-with…