17 citations
- Centre National de la Recherche ScientifiqueFR3 papers
- Laboratoire d’Informatique Fondamentale de MarseilleFR3 papers
- Laboratoire Hubert CurienFR3 papers
- Center for MathematicaL studies and their ApplicationsFR2 papers
- École Normale Supérieure Paris-SaclayFR2 papers
- Leading Health CareSE2 papers
- Université LavalCA2 papers
- Institut de Recherche en Informatique de ToulouseFR1 paper
- Institut Polytechnique de BordeauxFR1 paper
- Lagrange LaboratoryFR1 paper
- Observatoire de la Côte d’AzurFR1 paper
- Université Toulouse-I-CapitoleFR1 paper
Showing 2014Show all
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stat.ML2014
On the Generalization of the C-Bound to Structured Output Ensemble Methods
François Laviolette, Emilie Morvant, Liva Ralaivola +1
This paper generalizes an important result from the PAC-Bayesian literature for binary classification to the case of ensemble methods for structured outputs. We prove a generic ver…
cs.LG2014
Stationary Mixing Bandits
Julien Audiffren, Liva Ralaivola
We study the bandit problem where arms are associated with stationary phi-mixing processes and where rewards are therefore dependent: the question that arises from this setting is…
cs.LG2014
Equivalence of Learning Algorithms
Julien Audiffren, Hachem Kadri
The purpose of this paper is to introduce a concept of equivalence between machine learning algorithms. We define two notions of algorithmic equivalence, namely, weak and strong eq…