| Linear matrix inequalities in system and control theory S Boyd, L El Ghaoui, E Feron, V Balakrishnan Society for industrial and applied mathematics, 1994 | 29644 | 1994 |
| Robust optimization A Ben-Tal, A Nemirovski, L El Ghaoui Princeton university press, 2009 | 6170 | 2009 |
| Learning the kernel matrix with semidefinite programming GRG Lanckriet, N Cristianini, P Bartlett, LE Ghaoui, MI Jordan Journal of Machine learning research 5 (Jan), 27-72, 2004 | 3152 | 2004 |
| Theoretically principled trade-off between robustness and accuracy H Zhang, Y Yu, J Jiao, E Xing, L El Ghaoui, M Jordan International conference on machine learning, 7472-7482, 2019 | 2816 | 2019 |
| A cone complementarity linearization algorithm for static output-feedback and related problems L El Ghaoui, F Oustry, M AitRami IEEE transactions on automatic control 42 (8), 1171-1176, 1997 | 2472 | 1997 |
| Convex position estimation in wireless sensor networks L Doherty, L El Ghaoui Proceedings IEEE INFOCOM 2001. Conference on computer communications …, 2001 | 2386 | 2001 |
| Model selection through sparse maximum likelihood estimation for multivariate Gaussian or binary data O Banerjee, L El Ghaoui, A d'Aspremont The Journal of Machine Learning Research 9, 485-516, 2008 | 1919 | 2008 |
| Robust solutions to least-squares problems with uncertain data L El Ghaoui, H Lebret SIAM Journal on matrix analysis and applications 18 (4), 1035-1064, 1997 | 1697 | 1997 |
| Robust solutions to uncertain semidefinite programs L El Ghaoui, F Oustry, H Lebret SIAM journal on optimization 9 (1), 33-52, 1998 | 1387 | 1998 |
| A direct formulation for sparse PCA using semidefinite programming A d'Aspremont, L Ghaoui, M Jordan, G Lanckriet Advances in neural information processing systems 17, 2004 | 1256 | 2004 |
| Robust control of Markov decision processes with uncertain transition matrices A Nilim, L El Ghaoui Operations Research 53 (5), 780-798, 2005 | 995 | 2005 |
| Worst-case value-at-risk and robust portfolio optimization: A conic programming approach LE Ghaoui, M Oks, F Oustry Operations research 51 (4), 543-556, 2003 | 940 | 2003 |
| A robust minimax approach to classification GRG Lanckriet, LE Ghaoui, C Bhattacharyya, MI Jordan Journal of Machine Learning Research 3 (Dec), 555-582, 2002 | 643 | 2002 |
| On distributionally robust chance-constrained linear programs GC Calafiore, LE Ghaoui Journal of Optimization Theory and Applications 130, 1-22, 2006 | 629 | 2006 |
| Advances in linear matrix inequality methods in control L El Ghaoui, S Niculescu Society for Industrial and Applied Mathematics, 2000 | 605 | 2000 |
| First-order methods for sparse covariance selection A d'Aspremont, O Banerjee, L El Ghaoui SIAM Journal on Matrix Analysis and Applications 30 (1), 56-66, 2008 | 432 | 2008 |
| Safe feature elimination for the lasso and sparse supervised learning problems LE Ghaoui, V Viallon, T Rabbani arXiv preprint arXiv:1009.4219, 2010 | 426 | 2010 |
| Optimal Solutions for Sparse Principal Component Analysis. A d'Aspremont, F Bach, L El Ghaoui Journal of Machine Learning Research 9 (7), 2008 | 418 | 2008 |
| Method of centers for minimizing generalized eigenvalues S Boyd, L El Ghaoui Linear algebra and its applications 188, 63-111, 1993 | 418 | 1993 |
| Robust filtering for discrete-time systems with bounded noise and parametric uncertainty L El Ghaoui, G Calafiore IEEE Transactions on Automatic Control 46 (7), 1084-1089, 2001 | 313 | 2001 |
Stephen BoydProfessor of Electrical Engineering, Computer Science, and Management Science, StanfordVerified email at stanford.edu
