Publications

List and links to my PhD dissertation, papers and talks

Articles

• (Online) Convex Optimization for Demand-Side Management: Application to Thermostatically Controlled Loads, Bianca Marin Moreno, Margaux Brégère, Pierre Gaillard and Nadia Oudjane, Submitted, 2024

• Automated Deep Learning for load forecasting, Julie Keisler, Sandra Claudel, Gilles Cabriel, Margaux Brégère, Submitted, 2024

• A bandit approach with evolutionary operators for model selection : Application to neural architecture optimization for image classification, Margaux Brégère and Julie Keisler, Submitted, 2024

• Efficient Model-Based Concave Utility Reinforcement Learning through Greedy Mirror Descent, Bianca Marin Moreno, Margaux Brégère, Pierre Gaillard and Nadia Oudjane, AISTATS, 2024

• Online Hierarchical Forecasting for Power Consumption Data, Margaux Brégère and Malo Huard, International Journal of Forecasting, 2022

• Simulating tariff impact in electrical energy consumption profiles with conditional variational autoencoders, Margaux Brégère and Ricardo J. Bessa, IEEE Access, 2020

• Target Tracking for Contextual Bandits : Application to Demand Side Management, Margaux Brégère, Pierre Gaillard, Yannig Goude and Gilles Stoltz, International Conference on Machine Learning, pages 754–763, 2019

• A variable selection approach in the multivariate linear model : An application to LC-MS metabolomics data, Marie Perrot-Dockès, Céline Lévy-Leduc, Julien Chiquet, Laure Sansonnet, Margaux Brégère, Marie-Pierre Etienne, Stéphane Robin and Grégory Genta-Jouve, Statistical Applications in Genetics and Molecular Biology, vol. 17, n. 5, 2018

PhD

• Stochastic Bandit Algorithms for Demand Side Management, Université Paris-Saclay, 2020

Talks

• WPI-Workshop on Stochastics, Statistics, Machine Learning and their Applications of Sustainable Finance and Energy Markets, Wolfgang-Pauli Institute Vienna, Austria, September 2023
• IIF Workshop on Forecast Reconciliation, Monash University, Prato, Italy, September 2023
• Women in Data Science Conference, online, April 2023
• New Year’s address of the ThinkSmartGrids association, online, January 2022
• Phiméca workshop, Henri Poincaré Institut, Paris November 2021
• FrENBIS conference, online, September 2021
• PhD defense, online, December 2020
• Lab Meeting of Center for Power and Energy Systems, online, November 2020
• IA Summer School of BNP, Campus BNP Paribas, Louveciennes, August 2019
• International Conference on Machine Learning, Long Beach, USA, June 2019
• Statistics Days, Nancy, June 2019
• 8th Young Statisticians Meeting, Porquerolles, April 2019
• Machine Learning in Real Word, Critéo Lab, Paris, October 2019
• Workshop on energy transition WTE 2018, EDF Lab, Palaiseau, November 2018
• Junior Conference on Data Science and Engineering, Orsay, September 2017

Others

• Interview for docteurs SPI, August 2022
• Feedback on CIFRE PhD, City of Sciences, Paris, October 2019 and 2020