Laurent El Ghaoui

Professor EECS and IEOR Professor

Education

B.S Ecole Polytechnique (Palaiseau, France)
Ph.D. in Aeronautics and Astronautics at Stanford University

Research Areas

Control, Intelligent Systems, and Robotics (CIR)
Robust and convex optimization; Decision-making under uncertainty; Statistical estimation; Air traffic management; Bioinformatics; Finance

Selected Papers and Publications
  • Vu Pham and Laurent El Ghaoui. Robust sketching for multiple square-root LASSO problems. Proc. International Conference on Artificial Intelligence and Statistics (AISTATS), May 2015.
  • Mert Pilanci, Martin J. Wainwright, Laurent El Ghaoui. Sparse learning via Boolean relaxations. Math. Program., Ser. B (2015) 151:63–87.
  • New book: G.C. Calafiore and L. El Ghaoui. Optimization Models. Cambridge University Press. Oct. 2014.
  • New livebook: L. El Ghaoui. Optimization models and applications. A companion to the book above, allows users to post questions.
  • S. Yadlowsky, P. Nakkarin, J. Wang, R. Sharma, L. El Ghaoui. Iterative Hard Thresholding for Keyword Extraction from Large Text Corpora. In Proc. ICMLA, 2014.
  • A. d'Aspremont, F. Bach, L. El Ghaoui, Approximation Bounds for Sparse Principal Component Analysis. Mathematical Programming Series B, 148 (1–2), pp. 89-110, December 2014.
Awards, Memberships and Fellowships
  • SIAM Activity Group Optimization Prize, 2008
  • “A Good Investment for Excess Reserves,” with R. Portes. Financial Times 22 September 2000.
  • Okawa Research Grant, 2001
  • NSF Faculty Early Career Development Award (CAREER), 2000
  • CNRS Bronze Medal, 1998

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