Breaking the Nonsmooth Barrier: A Scalable Parallel Method for Composite Optimization, Fabian Pedregosa, Rémi Leblond, Simon Lacoste-Julien. to appear in Advances in Neural Information Processing Systems, 2017. ArXiv, Github.

Topic Analysis in News Via Sparse Learning: A Case Study on the 2016 US Presidential Elections., Giuseppe Carlo Calafiore, Laurent El Ghaoui, Alessandro Preziosi, and Luigi Russo. International Federation of Automatic Control 2017.

On the Consistency of Ordinal Regression Methods, Fabian Pedregosa, Francis Bach, and Alexandre Gramfort, Journal of Machine Learning Research, 2017. JMLR.

SymPy: Symbolic computing in Python, Aaron Meurer​, Christopher P. Smith, Mateusz Paprocki, Ondřej Čertík, Sergey B. Kirpichev, Matthew Rocklin, AmiT Kumar, Sergiu Ivanov, Jason K. Moore, Sartaj Singh, Thilina Rathnayake, Sean Vig, Brian E. Granger, Richard P. Muller, Francesco Bonazzi, Harsh Gupta, Shivam Vats, Fredrik Johansson, Fabian Pedregosa, Matthew J. Curry, Andy R. Terrel, Štěpán Roučka, Ashutosh Saboo, Isuru Fernando, Sumith Kulal, Robert Cimrman, Anthony Scopatz. PeerJ Computer Science, 2017. PeerJ.


A tractable numerical strategy for robust MILP and application to energy management Pauphilet, Jean, Diego Kiner, Damien Faille, and Laurent El Ghaoui. IEEE 55th Conference on Decision and Control (CDC), 2016.

Hyperparameter optimization with approximate gradient, Fabian Pedregosa, Proceedings of The 33rd International Conference on Machine Learning, 2016. ICML, ArXiv, Slides, Code, Blog post.

Applying Sparse Machine Learning Methods to Twitter: Analysis of the 2012 Change in Pap Smear Guidelines. A Sequential Mixed-Methods Study Lyles, Courtney Rees, Andrew Godbehere, Gem Le, Laurent El Ghaoui, and Urmimala Sarkar. JMIR public health and surveillance 2, no. 1 (2016).

Probabilistic Approach to One-Class Support Vector Machine, Vincent Leclère, Edouard Grave, Laurent El Ghaoui


Sparse identification of posynomial models, Giuseppe C Calafiore, Laurent M El Ghaoui, Carlo Novara

Sparse learning via Boolean relaxations, Mert Pilanci, Martin J Wainwright, Laurent El Ghaoui, Mathematical Programming

Robust sketching for multiple square-root LASSO problems, Vu Pham and Laurent El Ghaoui. n Proceedings of the 18th International Conference on Artificial Intelligence and Statistics (AISTATS), 2015