2008 |
25 | EE | Laurent El Ghaoui,
Assane Gueye:
A Convex Upper Bound on the Log-Partition Function for Binary Distributions.
NIPS 2008: 409-416 |
24 | EE | Pierre Garrigues,
Laurent El Ghaoui:
An Homotopy Algorithm for the Lasso with Online Observations.
NIPS 2008: 489-496 |
2007 |
23 | EE | Alexandre d'Aspremont,
Francis R. Bach,
Laurent El Ghaoui:
Full regularization path for sparse principal component analysis.
ICML 2007: 177-184 |
22 | EE | Alexandre d'Aspremont,
Laurent El Ghaoui:
A Semidefinite Relaxation for Air Traffic Flow Scheduling.
RIVF 2007: 103-107 |
21 | EE | Onureena Banerjee,
Laurent El Ghaoui,
Alexandre d'Aspremont:
Model Selection Through Sparse Maximum Likelihood Estimation
CoRR abs/0707.0704: (2007) |
20 | EE | Alexandre d'Aspremont,
Francis R. Bach,
Laurent El Ghaoui:
Optimal Solutions for Sparse Principal Component Analysis
CoRR abs/0707.0705: (2007) |
2006 |
19 | EE | Onureena Banerjee,
Laurent El Ghaoui,
Alexandre d'Aspremont,
Georges Natsoulis:
Convex optimization techniques for fitting sparse Gaussian graphical models.
ICML 2006: 89-96 |
18 | EE | Alexandre d'Aspremont,
Devan Sohier,
Arnab Nilim,
Laurent El Ghaoui,
Vu Duong:
Optimal path planning for air traffic flow management under stochastic weather and capacity constraints.
RIVF 2006: 1-6 |
17 | EE | Alexandre d'Aspremont,
Laurent El Ghaoui:
A Semidefinite Relaxation for Air Traffic Flow Scheduling
CoRR abs/cs/0609145: (2006) |
16 | EE | Alexandre d'Aspremont,
Laurent El Ghaoui:
Static arbitrage bounds on basket option prices.
Math. Program. 106(3): 467-489 (2006) |
15 | EE | Aharon Ben-Tal,
Laurent El Ghaoui,
Arkadi Nemirovski:
Foreword: special issue on robust optimization.
Math. Program. 107(1-2): 1-3 (2006) |
2005 |
14 | EE | Onureena Banerjee,
Alexandre d'Aspremont,
Laurent El Ghaoui:
Sparse Covariance Selection via Robust Maximum Likelihood Estimation
CoRR abs/cs/0506023: (2005) |
2004 |
13 | EE | Alexandre d'Aspremont,
Laurent El Ghaoui,
Michael I. Jordan,
Gert R. G. Lanckriet:
A Direct Formulation for Sparse PCA Using Semidefinite Programming.
NIPS 2004 |
12 | EE | Arnab Nilim,
Laurent El Ghaoui,
Vu Duong:
Algorithms for Multi-Aircraft Re-Routing Under Uncertainties.
RIVF 2004: 21-32 |
11 | EE | Giuseppe Calafiore,
Laurent El Ghaoui:
Ellipsoidal bounds for uncertain linear equations and dynamical systems.
Automatica 40(5): 773-787 (2004) |
10 | EE | Alexandre d'Aspremont,
Laurent El Ghaoui,
Michael I. Jordan,
Gert R. G. Lanckriet:
A direct formulation for sparse PCA using semidefinite programming
CoRR cs.CE/0406021: (2004) |
9 | EE | Chiranjib Bhattacharyya,
L. R. Grate,
Michael I. Jordan,
Laurent El Ghaoui,
I. Saira Mian:
Robust Sparse Hyperplane Classifiers: Application to Uncertain Molecular Profiling Data.
Journal of Computational Biology 11(6): 1073-1089 (2004) |
8 | EE | Gert R. G. Lanckriet,
Nello Cristianini,
Peter L. Bartlett,
Laurent El Ghaoui,
Michael I. Jordan:
Learning the Kernel Matrix with Semidefinite Programming.
Journal of Machine Learning Research 5: 27-72 (2004) |
2003 |
7 | EE | Arnab Nilim,
Laurent El Ghaoui:
Robustness in Markov Decision Problems with Uncertain Transition Matrices.
NIPS 2003 |
2002 |
6 | | Gert R. G. Lanckriet,
Nello Cristianini,
Peter L. Bartlett,
Laurent El Ghaoui,
Michael I. Jordan:
Learning the Kernel Matrix with Semi-Definite Programming.
ICML 2002: 323-330 |
5 | EE | Gert R. G. Lanckriet,
Laurent El Ghaoui,
Michael I. Jordan:
Robust Novelty Detection with Single-Class MPM.
NIPS 2002: 905-912 |
4 | EE | Gert R. G. Lanckriet,
Laurent El Ghaoui,
Chiranjib Bhattacharyya,
Michael I. Jordan:
A Robust Minimax Approach to Classification.
Journal of Machine Learning Research 3: 555-582 (2002) |
2001 |
3 | EE | Lance Doherty,
Kristofer S. J. Pister,
Laurent El Ghaoui:
Convex Optimization Methods for Sensor Node Position Estimation.
INFOCOM 2001: 1655-1663 |
2 | EE | Gert R. G. Lanckriet,
Laurent El Ghaoui,
Chiranjib Bhattacharyya,
Michael I. Jordan:
Minimax Probability Machine.
NIPS 2001: 801-807 |
2000 |
1 | | Jim Chou,
S. Sandeep Pradhan,
Laurent El Ghaoui,
Kannan Ramchandran:
Watermarking Based on Duality with Distributed Source Coding and Robust Optimization Principles.
ICIP 2000 |