Laurent El Ghaoui
Affiliations: | University of California, Berkeley, Berkeley, CA, United States |
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"Laurent El Ghaoui"Mean distance: 27.14 (cluster 17)
Children
Sign in to add traineeGert Lanckriet | grad student | 2005 | UC Berkeley |
Peter W. Kassakian | grad student | 2006 | UC Berkeley |
Onureena Banerjee | grad student | 2007 | UC Berkeley |
Ryan J. Herring | grad student | 2010 | UC Berkeley |
Youwei Zhang | grad student | 2011 | UC Berkeley |
Brian C. Gawalt | grad student | 2012 | UC Berkeley |
Christian L. Omidiran | grad student | 2013 | UC Berkeley |
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Publications
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D'Aspremont A, Banerjee O, El Ghaoui L. (2008) First-order methods for sparse covariance selection Siam Journal On Matrix Analysis and Applications. 30: 56-66 |
Banerjee O, El Ghaoui L, D'Aspremont A. (2008) Model selection through sparse maximum likelihood estimation for multivariate Gaussian or binary data Journal of Machine Learning Research. 9: 485-516 |
d'Aspremont A, El Ghaoui L, Jordan MI, et al. (2007) A direct formulation for sparse PCA using semidefinite programming Siam Review. 49: 434-448 |
Banerjee O, El Ghaoui L, D'Aspremont A, et al. (2006) Convex optimization techniques for fitting sparse Gaussian graphical models Acm International Conference Proceeding Series. 148: 89-96 |
Natsoulis G, El Ghaoui L, Lanckriet GR, et al. (2005) Classification of a large microarray data set: algorithm comparison and analysis of drug signatures. Genome Research. 15: 724-36 |
Bhattacharyya C, Grate LR, Jordan MI, et al. (2004) Robust sparse hyperplane classifiers: application to uncertain molecular profiling data. Journal of Computational Biology : a Journal of Computational Molecular Cell Biology. 11: 1073-89 |
Lanckriet GRG, Cristianini N, Bartlett P, et al. (2004) Learning the kernel matrix with semidefinite programming Journal of Machine Learning Research. 5 |
El Ghaoui L, Oks M, Oustry F. (2003) Worst-case value-at-risk and robust portfolio optimization: A conic programming approach Operations Research. 51: 543-556+673 |
Lanckriet GRG, El Ghaoui L, Bhattacharyya C, et al. (2003) A robust minimax approach to classification Journal of Machine Learning Research. 3: 555-582 |
Lanckriet GRG, El Ghaoui L, Jordan MI. (2003) Robust novelty detection with single-class MPM Advances in Neural Information Processing Systems |