Jean-Francis Roy

According to our database, Jean-Francis Roy authored at least 11 papers between 2011 and 2021.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of three.

2021

SIGIR 2021 E-Commerce Workshop Data Challenge.

Jacopo Tagliabue, Ciro Greco, Jean-Francis Roy, Bingqing Yu, Patrick John Chia, Federico Bianchi, Giovanni Cassani

CoRR, 2021

2020

Fast greedy <i>C</i>-bound minimization with guarantees.

Baptiste Bauvin, Cécile Capponi, Jean-Francis Roy, François Laviolette

Mach. Learn., 2020

2017

Risk upper bounds for general ensemble methods with an application to multiclass classification.

François Laviolette, Emilie Morvant, Liva Ralaivola, Jean-Francis Roy

Neurocomputing, 2017

2016

A Column Generation Bound Minimization Approach with PAC-Bayesian Generalization Guarantees.

Jean-Francis Roy, Mario Marchand, François Laviolette

Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016

PAC-Bayesian Bounds based on the Rényi Divergence.

Luc Bégin, Pascal Germain, François Laviolette, Jean-Francis Roy

Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016

2015

Risk bounds for the majority vote: from a PAC-Bayesian analysis to a learning algorithm.

Pascal Germain, Alexandre Lacasse, François Laviolette, Mario Marchand, Jean-Francis Roy

J. Mach. Learn. Res., 2015

On Generalizing the C-Bound to the Multiclass and Multi-label Settings.

François Laviolette, Emilie Morvant, Liva Ralaivola, Jean-Francis Roy

CoRR, 2015

Efficient Learning of Ensembles with QuadBoost.

Louis Fortier-Dubois, François Laviolette, Mario Marchand, Louis-Émile Robitaille, Jean-Francis Roy

CoRR, 2015

2014

PAC-Bayesian Theory for Transductive Learning.

Luc Bégin, Pascal Germain, François Laviolette, Jean-Francis Roy

Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics, 2014

2012

A Pseudo-Boolean Set Covering Machine.

Pascal Germain, Sébastien Giguère, Jean-Francis Roy, Brice Zirakiza, François Laviolette, Claude-Guy Quimper

Proceedings of the Principles and Practice of Constraint Programming, 2012

2011

From PAC-Bayes Bounds to Quadratic Programs for Majority Votes.

Jean-Francis Roy, François Laviolette, Mario Marchand

Proceedings of the 28th International Conference on Machine Learning, 2011