22 citations
- Afterschool AllianceUS2 papers
- Centre National de la Recherche ScientifiqueFR2 papers
- Centre de Recherche en InformatiqueFR1 paper
- Centre de Recherche en Informatique, Signal et Automatique de LilleFR1 paper
- Centrum Wiskunde & InformaticaNL1 paper
- Cristal (United Kingdom)GB1 paper
- Criteo (France)FR1 paper
- Laboratoire Traitement et Communication de l’InformationFR1 paper
- Renault (France)FR1 paper
- Université de LilleFR1 paper
Showing stat.MLShow all
3 papers · 1 filter
stat.ML2020★ 5 cited
Sub-sampling for Efficient Non-Parametric Bandit Exploration
Dorian Baudry, Emilie Kaufmann, Odalric-Ambrym Maillard
In this paper we propose the first multi-armed bandit algorithm based on re-sampling that achieves asymptotically optimal regret simultaneously for different families of arms (name…
stat.ML2018★ 17 cited
Mixture Martingales Revisited with Applications to Sequential Tests and Confidence Intervals
Emilie Kaufmann, Wouter Koolen
This paper presents new deviation inequalities that are valid uniformly in time under adaptive sampling in a multi-armed bandit model. The deviations are measured using the Kullbac…
stat.ML2015★ 2 cited
AUC Optimisation and Collaborative Filtering
Charanpal Dhanjal, Romaric Gaudel, Stephan Clemencon
In recommendation systems, one is interested in the ranking of the predicted items as opposed to other losses such as the mean squared error. Although a variety of ways to evaluate…