Publications

Igor Colin, Albert Thomas, Moez Draief (2018). Parallel Contextual Bandits in Wireless Handover Optimization. 2018 IEEE International Conference on Data Mining Workshops (ICDMW).

Thomas Kerdreux, Igor Colin, Alexandre D'Aspremont (2017). An Approximate Shapley-Folkman Theorem. arXiv preprint arXiv:1712.08559.

Igor Colin, Aurélien Bellet, Joseph Salmon, Stéphan Clémençon (2016). Un algorithme de Gossip pour l’optimisation décentralisée de fonctions sur les paires. Cap 2016-Conférence sur L’apprentissage automatique.

Stephan Clémençon, Igor Colin, Aurélien Bellet (2016). Scaling-up empirical risk minimization: optimization of incomplete U-statistics. Journal of Machine Learning Research.

Igor Colin, Aurélien Bellet, Joseph Salmon, Stéphan Clémençon (2016). Gossip dual averaging for decentralized optimization of pairwise functions. International Conference on Machine Learning (ICML 2016).

Igor Colin, Christophe Dupuy (2016). Decentralized Topic Modelling with Latent Dirichlet Allocation. arXiv preprint arXiv:1610.01417.

Igor Colin (2016). Adapting machine learning methods to U-statistics.

Igor Colin (2016). Adaptation des méthodes d’apprentissage aux U-statistiques.

Igor Colin, Aurélien Bellet, Joseph Salmon, Stéphan Clémençon (2015). Extending gossip algorithms to distributed estimation of U-statistics. Advances in Neural Information Processing Systems.

Igor Colin, Nidhi Hegde (2013). Learning information cascades in social networks.