Jean-Francis Roy

Publication Activity (10 Years)

Years Active: 2011-2021
Publications (10 Years): 5

Top Topics

Transductive Learning

Multiclass Classification

Top Venues

J. Mach. Learn. Res.

Publications

Jacopo Tagliabue, Ciro Greco, Jean-Francis Roy, Bingqing Yu, Patrick John Chia, Federico Bianchi, Giovanni Cassani
SIGIR 2021 E-Commerce Workshop Data Challenge. CoRR (2021)
Baptiste Bauvin, Cécile Capponi, Jean-Francis Roy, François Laviolette
-bound minimization with guarantees. Mach. Learn. 109 (9-10) (2020)
François Laviolette, Emilie Morvant, Liva Ralaivola, Jean-Francis Roy
Risk upper bounds for general ensemble methods with an application to multiclass classification. Neurocomputing 219 (2017)
Luc Bégin, Pascal Germain, François Laviolette, Jean-Francis Roy
PAC-Bayesian Bounds based on the Rényi Divergence. AISTATS (2016)
Jean-Francis Roy, Mario Marchand, François Laviolette
A Column Generation Bound Minimization Approach with PAC-Bayesian Generalization Guarantees. AISTATS (2016)
Louis Fortier-Dubois, François Laviolette, Mario Marchand, Louis-Émile Robitaille, Jean-Francis Roy
Efficient Learning of Ensembles with QuadBoost. CoRR (2015)
Pascal Germain, Alexandre Lacasse, François Laviolette, Mario Marchand, Jean-Francis Roy
Risk bounds for the majority vote: from a PAC-Bayesian analysis to a learning algorithm. J. Mach. Learn. Res. 16 (2015)
Pascal Germain, Alexandre Lacasse, François Laviolette, Mario Marchand, Jean-Francis Roy
Risk Bounds for the Majority Vote: From a PAC-Bayesian Analysis to a Learning Algorithm. CoRR (2015)
François Laviolette, Emilie Morvant, Liva Ralaivola, Jean-Francis Roy
On Generalizing the C-Bound to the Multiclass and Multi-label Settings. CoRR (2015)
Luc Bégin, Pascal Germain, François Laviolette, Jean-Francis Roy
PAC-Bayesian Theory for Transductive Learning. AISTATS (2014)
Pascal Germain, Sébastien Giguère, Jean-Francis Roy, Brice Zirakiza, François Laviolette, Claude-Guy Quimper
A Pseudo-Boolean Set Covering Machine. CP (2012)
Jean-Francis Roy, François Laviolette, Mario Marchand
From PAC-Bayes Bounds to Quadratic Programs for Majority Votes. ICML (2011)