List of publications






[1] Louis-Émile Robitaille, Audrey Durand, Marc-André Gardner, Christian Gagné, Paul De Koninck and Flavie Lavoie-Cardinal,
"Learning to Become an Expert: Deep Networks Applied To Super-Resolution Microscopy",
in Innovative Applications of Artificial Intelligence (IAAI-18), pp. 6, 02 2018.
[2] Audrey Durand, Jean-Alexandre Beaumont, Christian Gagné, Michel Lemay and Sébastien Paquet,
"Query Completion Using Bandits for Engines Aggregation",
in Reinforcement Learning and Decision Making (RLDM), 06 2017.
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[3] Julien-Charles Lévesque, Audrey Durand, Christian Gagné and Robert Sabourin,
"Bayesian Optimization for Conditional Hyperparameter Spaces",
in Proc. of the International Joint Conference on Neural Networks (IJCNN), IEEE, 05 2017.
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[4] Audrey Durand and Christian Gagné,
"Estimating Quality in User-Guided Multi-Objective Bandits Optimization",
ArXiv e-prints, vol. 1701.01095, 1 2017.
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[5] Audrey Durand, Charles Bordet and Christian Gagné,
"Improving the Pareto UCB1 Algorithm on the Multi-Objective Multi-Armed Bandit",
in NIPS Workshop on Bayesian Optimization, December 2014.
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[6] Audrey Durand, Nicolas Lavigne-Lefebvre, Jean-François Rougès, Mario Carrier, Christian Gagné, Jean Mercier and Benoit Montreuil,
"L'électrification des transports : une perspective québécoise",
Institut Technologies de l'information et Sociétés, Université Laval, Décembre 2014.
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[7] Audrey Durand and Christian Gagné,
"Thompson Sampling for Combinatorial Bandits and its Application to Online Feature Selection",
in Proceedings of the 28th AAAI Conference Workshop on Sequential Decision-Making with Big Data, pp. 6-9, July 2014.
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[8] François-Michel De Rainville, Audrey Durand, Félix-Antoine Fortin, Kevin Tanguy, Xavier Maldague, Bernard Panneton and Marie-Josée Simard,
"Bayesian Classification and Unsupervised Learning for Isolating Weeds in Row Crops",
Pattern Analysis & Applications, vol. 17, no 2, pp. 401-414, 2014.
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[9] Léon Nshimyumukiza, Audrey Durand, Mathieu Gagnon, Xavier Douville, Suzanne Morin, Carmen Lindsay, Julie Duplantie, Christian Gagné, Sonia Jean, Yves Giguère, Sylvie Dodin, François Rousseau and Daniel Reinharz,
"An economic evaluation: Simulation of the cost/effectiveness and cost/utility of universal prevention strategies against osteoporosis-related fractures",
Journal of Bone and Mineral Research, vol. 28, no 2, pp. 383-394 , 2 2013.
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[10] Audrey Durand, Christian Gagné, Léon Nshimyumukiza, Mathieu Gagnon, François Rousseau, Yves Giguère and Daniel Reinharz,
"Population-Based Simulation for Public Health: Generic Software Infrastructure and Its Application to Osteoporosis",
IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans, vol. 42, no 6, pp. 1396-1409, 2012.
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