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| 2011 | ||
|---|---|---|
| 44 | Aude Hofleitner, Laurent El Ghaoui, Alexandre M. Bayen: Online least-squares estimation of time varying systems with sparse temporal evolution and application to traffic estimation. CDC-ECE 2011: 2595-2601 | |
| 43 | S. Yusef Shafi, Murat Arcak, Laurent El Ghaoui: Graph weight design for Laplacian eigenvalue constraints with multi-agent systems applications. CDC-ECE 2011: 5541-5546 | |
| 42 | Xinyu Dai, Jinzhu Jia, Laurent El Ghaoui, Bin Yu: SBA-term: Sparse Bilingual Association for Terms. ICSC 2011: 189-192 | |
| 41 | Alexandre d'Aspremont, Laurent El Ghaoui: Testing the nullspace property using semidefinite programming. Math. Program. 127(1): 123-144 (2011) | |
| 2010 | ||
| 40 | Yu Ben, Laurent El Ghaoui, Kameshwar Poolla, Costas J. Spanos: Yield-constrained digital circuit sizing via sequential geometric programming. ISQED 2010: 114-121 | |
| 39 | Brian Gawalt, Jinzhu Jia, Luke Miratrix, Laurent El Ghaoui, Bin Yu, Sophie Clavier: Discovering word associations in news media via feature selection and sparse classification. Multimedia Information Retrieval 2010: 211-220 | |
| 38 | Laurent El Ghaoui, Vivian Viallon, Tarek Rabbani: Safe Feature Elimination in Sparse Supervised Learning CoRR abs/1009.3515: (2010) | |
| 37 | Laurent El Ghaoui, Vivian Viallon, Tarek Rabbani: Safe Feature Elimination in Sparse Supervised Learning CoRR abs/1009.4219: (2010) | |
| 2009 | ||
| 36 | Sebastien Blandin, Laurent El Ghaoui, Alexandre M. Bayen: Kernel regression for travel time estimation via convex optimization. CDC 2009: 4360-4365 | |
| 35 | Giuseppe Carlo Calafiore, Ufuk Topcu, Laurent El Ghaoui: Parameter estimation with expected and residual-at-risk criteria. Systems & Control Letters 58(1): 39-46 (2009) | |
| 2008 | ||
| 34 | Ufuk Topcu, Giuseppe Carlo Calafiore, Laurent El Ghaoui: Multistage investments with recourse: A single-asset case with transaction costs. CDC 2008: 2398-2403 | |
| 33 | Giuseppe Carlo Calafiore, Ufuk Topcu, Laurent El Ghaoui: Parameter estimation with expected and residual-at-risk criteria. CDC 2008: 666-671 | |
| 32 | Laurent El Ghaoui, Assane Gueye: A Convex Upper Bound on the Log-Partition Function for Binary Distributions. NIPS 2008: 409-416 | |
| 31 | Pierre Garrigues, Laurent El Ghaoui: An Homotopy Algorithm for the Lasso with Online Observations. NIPS 2008: 489-496 | |
| 30 | Alexandre d'Aspremont, Francis Bach, Laurent El Ghaoui: Optimal Solutions for Sparse Principal Component Analysis. Journal of Machine Learning Research 9: 1269-1294 (2008) | |
| 29 | Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont: Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data. Journal of Machine Learning Research 9: 485-516 (2008) | |
| 28 | Alexandre d'Aspremont, Onureena Banerjee, Laurent El Ghaoui: First-Order Methods for Sparse Covariance Selection. SIAM J. Matrix Analysis Applications 30(1): 56-66 (2008) | |
| 2007 | ||
| 27 | Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui: Full regularization path for sparse principal component analysis. ICML 2007: 177-184 | |
| 26 | Alexandre d'Aspremont, Laurent El Ghaoui: A Semidefinite Relaxation for Air Traffic Flow Scheduling. RIVF 2007: 103-107 | |
| 25 | Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont: Model Selection Through Sparse Maximum Likelihood Estimation CoRR abs/0707.0704: (2007) | |
| 24 | Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui: Optimal Solutions for Sparse Principal Component Analysis CoRR abs/0707.0705: (2007) | |
| 2006 | ||
| 23 | Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont, Georges Natsoulis: Convex optimization techniques for fitting sparse Gaussian graphical models. ICML 2006: 89-96 | |
| 22 | 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 | |
| 21 | Alexandre d'Aspremont, Laurent El Ghaoui: A Semidefinite Relaxation for Air Traffic Flow Scheduling CoRR abs/cs/0609145: (2006) | |
| 20 | Alexandre d'Aspremont, Laurent El Ghaoui: Static arbitrage bounds on basket option prices. Math. Program. 106(3): 467-489 (2006) | |
| 19 | Aharon Ben-Tal, Laurent El Ghaoui, Arkadi Nemirovski: Foreword: special issue on robust optimization. Math. Program. 107(1-2): 1-3 (2006) | |
| 2005 | ||
| 18 | Onureena Banerjee, Alexandre d'Aspremont, Laurent El Ghaoui: Sparse Covariance Selection via Robust Maximum Likelihood Estimation CoRR abs/cs/0506023: (2005) | |
| 17 | Arnab Nilim, Laurent El Ghaoui: Robust Control of Markov Decision Processes with Uncertain Transition Matrices. Operations Research 53(5): 780-798 (2005) | |
| 2004 | ||
| 16 | Alexandre d'Aspremont, Laurent El Ghaoui, Michael I. Jordan, Gert R. G. Lanckriet: A Direct Formulation for Sparse PCA Using Semidefinite Programming. NIPS 2004 | |
| 15 | Arnab Nilim, Laurent El Ghaoui, Vu Duong: Algorithms for Multi-Aircraft Re-Routing Under Uncertainties. RIVF 2004: 21-32 | |
| 14 | Giuseppe Carlo Calafiore, Laurent El Ghaoui: Ellipsoidal bounds for uncertain linear equations and dynamical systems. Automatica 40(5): 773-787 (2004) | |
| 13 | 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) | |
| 12 | 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) | |
| 11 | 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 | ||
| 10 | Arnab Nilim, Laurent El Ghaoui: Robustness in Markov Decision Problems with Uncertain Transition Matrices. NIPS 2003 | |
| 9 | Laurent El Ghaoui, Maksim Oks, Francois Oustry: Worst-Case Value-At-Risk and Robust Portfolio Optimization: A Conic Programming Approach. Operations Research 51(4): 543-556 (2003) | |
| 2002 | ||
| 8 | 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 | |
| 7 | Gert R. G. Lanckriet, Laurent El Ghaoui, Michael I. Jordan: Robust Novelty Detection with Single-Class MPM. NIPS 2002: 905-912 | |
| 6 | 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 | ||
| 5 | Lance Doherty, Kristofer S. J. Pister, Laurent El Ghaoui: Convex Optimization Methods for Sensor Node Position Estimation. INFOCOM 2001: 1655-1663 | |
| 4 | Gert R. G. Lanckriet, Laurent El Ghaoui, Chiranjib Bhattacharyya, Michael I. Jordan: Minimax Probability Machine. NIPS 2001: 801-807 | |
| 3 | Giuseppe Carlo Calafiore, Laurent El Ghaoui: Robust maximum likelihood estimation in the linear model. Automatica 37(4): 573-580 (2001) | |
| 2000 | ||
| 2 | Jim Chou, S. Sandeep Pradhan, Laurent El Ghaoui, Kannan Ramchandran: Watermarking Based on Duality with Distributed Source Coding and Robust Optimization Principles. ICIP 2000 | |
| 1996 | ||
| 1 | Laurent El Ghaoui, Gérard Scorletti: Control of rational systems using linear-fractional representations and linear matrix inequalities. Automatica 32(9): 1273-1284 (1996) | |
Colors in the list of coauthors
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