Laurent El Ghaoui
Laurent El Ghaoui
UC Berkeley (EECS, IEOR)
Verified email at berkeley.edu - Homepage
Title
Cited by
Cited by
Year
Linear matrix inequalities in system and control theory
S Boyd, L El Ghaoui, E Feron, V Balakrishnan
Society for industrial and applied mathematics, 1994
257631994
Robust optimization
A Ben-Tal, L El Ghaoui, A Nemirovski
Robust optimization, 2009
43202009
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
29442004
Convex position estimation in wireless sensor networks
L Doherty, L El Ghaoui
Proceedings IEEE INFOCOM 2001. Conference on Computer Communications …, 2001
22842001
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
22721997
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
16032008
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
15121997
Robust solutions to uncertain semidefinite programs
L El Ghaoui, F Oustry, H Lebret
SIAM Journal on Optimization 9 (1), 33-52, 1998
12351998
A direct formulation for sparse PCA using semidefinite programming
A d'Aspremont, L El Ghaoui, MI Jordan, GRG Lanckriet
SIAM review 49 (3), 434-448, 2007
8452007
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
7192003
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
7162019
Robust control of Markov decision processes with uncertain transition matrices
A Nilim, L El Ghaoui
Operations Research 53 (5), 780-798, 2005
6932005
A robust minimax approach to classification
GRG Lanckriet, LE Ghaoui, C Bhattacharyya, MI Jordan
Journal of Machine Learning Research 3 (Dec), 555-582, 2002
5802002
Advances in linear matrix inequality methods in control
L El Ghaoui, S Niculescu
Society for Industrial and Applied Mathematics, 2000
5422000
On distributionally robust chance-constrained linear programs
GC Calafiore, L El Ghaoui
Journal of Optimization Theory and Applications 130 (1), 1-22, 2006
4282006
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
3922008
Method of centers for minimizing generalized eigenvalues
S Boyd, L El Ghaoui
Linear algebra and its applications 188, 63-111, 1993
3851993
Optimal Solutions for Sparse Principal Component Analysis.
A d'Aspremont, F Bach, L El Ghaoui
Journal of Machine Learning Research 9 (7), 2008
3712008
Safe feature elimination for the lasso and sparse supervised learning problems
LE Ghaoui, V Viallon, T Rabbani
arXiv preprint arXiv:1009.4219, 2010
3252010
A direct formulation for sparse PCA using semidefinite programming
A d’Aspremont, LE Ghaoui, MI Jordan, GR Lanckriet
Advances in neural information processing systems 17, 41-48, 2005
2952005
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