Binacox: automatic cut-points detection in high-dimensional Cox model, with applications to genetic data. - Simon Bussy; Mokhtar Z. Alaya; Agathe Guilloux; Anne-Sophie Jannot (CoRR, 2018)

Comparison of methods for early-readmission prediction in a high-dimensional heterogeneous covariates and time-to-event outcome framework. - Simon Bussy; Raphaël Veil; Vincent Looten; Anita Burgun; Stéphane Gaïffas; Agathe Guilloux; Brigitte Ranque; Anne-Sophie Jannot (CoRR, 2018)

Binarsity: a penalization for one-hot encoded features in linear supervised learning. - Mokhtar Z. Alaya; Simon Bussy; Stéphane Gaïffas; Agathe Guilloux (J. Mach. Learn. Res., 2019)

Introduction of high-dimensional interpretable machine learning models and their applications. (Introduction de modèles de machine learning interprétables en grande dimension et leurs applications). - Simon Bussy (2019)

Online Inventory Problems: Beyond the i.i.d. Setting with Online Convex Optimization. - Massil Hihat; Stéphane Gaïffas; Guillaume Garrigos; Simon Bussy (NeurIPS, 2023)

Multivariate Online Linear Regression for Hierarchical Forecasting. - Massil Hihat; Guillaume Garrigos; Adeline Fermanian; Simon Bussy (CoRR, 2024)