Laurent El Ghaoui

According to our database, Laurent El Ghaoui authored at least 98 papers between 1994 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2023

Data-Driven Reachability and Support Estimation With Christoffel Functions.

Alex Devonport, Forest Yang, Laurent El Ghaoui, Murat Arcak

IEEE Trans. Autom. Control., September, 2023

2022

Approximation Bounds for Sparse Programs.

Armin Askari, Alexandre d'Aspremont, Laurent El Ghaoui

SIAM J. Math. Data Sci., 2022

State-driven Implicit Modeling for Sparsity and Robustness in Neural Networks.

Alicia Y. Tsai, Juliette Decugis, Laurent El Ghaoui, Alper Atamtürk

CoRR, 2022

A Sequential Greedy Approach for Training Implicit Deep Models.

Tanmay Gautam, Brendon G. Anderson, Somayeh Sojoudi, Laurent El Ghaoui

Proceedings of the 61st IEEE Conference on Decision and Control, 2022

Learning-based Initialization Strategy for Safety of Multi-Vehicle Systems.

Jennifer C. Shih, Akshara Rai, Laurent El Ghaoui

Proceedings of the American Control Conference, 2022

Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems.

Fangda Gu, He Yin, Laurent El Ghaoui, Murat Arcak, Peter J. Seiler, Ming Jin

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

Implicit Deep Learning.

Laurent El Ghaoui, Fangda Gu, Bertrand Travacca, Armin Askari, Alicia Y. Tsai

SIAM J. Math. Data Sci., 2021

FANOK: Knockoffs in Linear Time.

Armin Askari, Quentin Rebjock, Alexandre d'Aspremont, Laurent El Ghaoui

SIAM J. Math. Data Sci., 2021

Data-Driven Reachability analysis and Support set Estimation with Christoffel Functions.

Alex Devonport, Forest Yang, Laurent El Ghaoui, Murat Arcak

CoRR, 2021

Reachability-based Safe Planning for Multi-Vehicle Systems withMultiple Targets.

Jennifer C. Shih, Laurent El Ghaoui

CoRR, 2021

Grid Topology Estimation in Electrical Markets via Diagonally Dominant Laplacian.

Fangda Gu, Laurent El Ghaoui, Guillaume Darmet

Proceedings of the IEEE PES Innovative Smart Grid Technologies Europe, 2021

Data-Driven Reachability Analysis with Christoffel Functions.

Alex Devonport, Forest Yang, Laurent El Ghaoui, Murat Arcak

Proceedings of the 2021 60th IEEE Conference on Decision and Control (CDC), 2021

Reachability-based Safe Planning for Multi-Vehicle Systems with Multiple Targets.

Jennifer C. Shih, Laurent El Ghaoui

Proceedings of the 2021 American Control Conference, 2021

2020

Text Analytics for Resilience-Enabled Extreme EventsReconnaissance.

Alicia Y. Tsai, Selim Günay, Minjune Hwang, Pengyuan Zhai, Chenglong Li, Laurent El Ghaoui, Khalid M. Mosalam

CoRR, 2020

Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization.

Geoffrey Négiar, Gideon Dresdner, Alicia Y. Tsai, Laurent El Ghaoui, Francesco Locatello, Fabian Pedregosa

CoRR, 2020

Implicit Graph Neural Networks.

Fangda Gu, Heng Chang, Wenwu Zhu, Somayeh Sojoudi, Laurent El Ghaoui

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization.

Geoffrey Négiar, Gideon Dresdner, Alicia Y. Tsai, Laurent El Ghaoui, Francesco Locatello, Robert Freund, Fabian Pedregosa

Proceedings of the 37th International Conference on Machine Learning, 2020

Sparse Optimization for Unsupervised Extractive Summarization of Long Documents with the Frank-Wolfe Algorithm.

Alicia Y. Tsai, Laurent El Ghaoui

Proceedings of SustaiNLP: Workshop on Simple and Efficient Natural Language Processing, 2020

Implicit Optimization: Models and Methods.

Bertrand Travacca, Laurent El Ghaoui, Scott J. Moura

Proceedings of the 59th IEEE Conference on Decision and Control, 2020

Fenchel Lifted Networks: A Lagrange Relaxation of Neural Network Training.

Fangda Gu, Armin Askari, Laurent El Ghaoui

Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

Naive Feature Selection: Sparsity in Naive Bayes.

Armin Askari, Alexandre d'Aspremont, Laurent El Ghaoui

Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

2019

Implicit Deep Learning.

Laurent El Ghaoui, Fangda Gu, Bertrand Travacca, Armin Askari

CoRR, 2019

Theoretically Principled Trade-off between Robustness and Accuracy.

Hongyang Zhang, Yaodong Yu, Jiantao Jiao, Eric P. Xing, Laurent El Ghaoui, Michael I. Jordan

Proceedings of the 36th International Conference on Machine Learning, 2019

2018

Frank-Wolfe Algorithm for Exemplar Selection.

Gary Cheng, Armin Askari, Laurent El Ghaoui, Kannan Ramchandran

CoRR, 2018

Kernel-based Outlier Detection using the Inverse Christoffel Function.

Armin Askari, Forest Yang, Laurent El Ghaoui

CoRR, 2018

Lifted Neural Networks.

Armin Askari, Geoffrey Négiar, Rajiv Sambharya, Laurent El Ghaoui

CoRR, 2018

2016

A tractable numerical strategy for robust MILP and application to energy management.

Jean Pauphilet, Diego Kiner, Damien Faille, Laurent El Ghaoui

Proceedings of the 55th IEEE Conference on Decision and Control, 2016

2015

Sparse learning via Boolean relaxations.

Mert Pilanci, Martin J. Wainwright, Laurent El Ghaoui

Math. Program., 2015

Sparse identification of posynomial models.

Giuseppe Carlo Calafiore, Laurent El Ghaoui, Carlo Novara

Autom., 2015

Robust sketching for multiple square-root LASSO problems.

Vu Pham, Laurent El Ghaoui

Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, 2015

2014

Approximation bounds for sparse principal component analysis.

Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui

Math. Program., 2014

Robust sketching for multiple square-root LASSO problems.

Vu Pham, Laurent El Ghaoui, Arturo Fernández

CoRR, 2014

Concise comparative summaries (CCS) of large text corpora with a human experiment.

Jinzhu Jia, Luke Miratrix, Bin Yu, Brian Gawalt, Laurent El Ghaoui, Luke Barnesmoore, Sophie Clavier

CoRR, 2014

Iterative Hard Thresholding for Keyword Extraction from Large Text Corpora.

Steve Yadlowsky, Preetum Nakkarin, Jingyan Wang, Rishi Sharma, Laurent El Ghaoui

Proceedings of the 13th International Conference on Machine Learning and Applications, 2014

2013

Online Homotopy Algorithm for a Generalization of the LASSO.

Aude Hofleitner, Tarek Rabbani, Laurent El Ghaoui, Alexandre M. Bayen

IEEE Trans. Autom. Control., 2013

Understanding large text corpora via sparse machine learning.

Laurent El Ghaoui, Vu Pham, Guan-Cheng Li, Viet-An Duong, Ashok N. Srivastava, Kanishka Bhaduri

Stat. Anal. Data Min., 2013

Sparse Identification of Polynomial and Posynomial Models.

Giuseppe Carlo Calafiore, Laurent El Ghaoui, Carlo Novara

CoRR, 2013

2012

Graph Weight Allocation to Meet Laplacian Spectral Constraints.

Sayed Yusef Shafi, Murat Arcak, Laurent El Ghaoui

IEEE Trans. Autom. Control., 2012

Recovery of Sparse Probability Measures via Convex Programming.

Mert Pilanci, Laurent El Ghaoui, Venkat Chandrasekaran

Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

Predicting Congressional Votes Based on Campaign Finance Data.

Samuel Smith, Jae Yeon (Claire) Baek, Zhaoyi Kang, Dawn Song, Laurent El Ghaoui, Mario Frank

Proceedings of the 11th International Conference on Machine Learning and Applications, 2012

2011

Testing the nullspace property using semidefinite programming.

Alexandre d'Aspremont, Laurent El Ghaoui

Math. Program., 2011

SBA-term: Sparse Bilingual Association for Terms.

Xinyu Dai, Jinzhu Jia, Laurent El Ghaoui, Bin Yu

Proceedings of the 5th IEEE International Conference on Semantic Computing (ICSC 2011), 2011

Large-Scale Sparse Principal Component Analysis with Application to Text Data.

Youwei Zhang, Laurent El Ghaoui

Proceedings of the Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011. Proceedings of a meeting held 12-14 December 2011, 2011

Sparse Machine Learning Methods for Understanding Large Text Corpora.

Laurent El Ghaoui, Guan-Cheng Li, Viet-An Duong, Vu Pham, Ashok N. Srivastava, Kanishka Bhaduri

Proceedings of the 2011 Conference on Intelligent Data Understanding, 2011

Graph weight design for Laplacian eigenvalue constraints with multi-agent systems applications.

Sayed Yusef Shafi, Murat Arcak, Laurent El Ghaoui

Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

Online least-squares estimation of time varying systems with sparse temporal evolution and application to traffic estimation.

Aude Hofleitner, Laurent El Ghaoui, Alexandre M. Bayen

Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

2010

Safe Feature Elimination in Sparse Supervised Learning

Laurent El Ghaoui, Vivian Viallon, Tarek Rabbani

CoRR, 2010

Discovering word associations in news media via feature selection and sparse classification.

Brian Gawalt, Jinzhu Jia, Luke Miratrix, Laurent El Ghaoui, Bin Yu, Sophie Clavier

Proceedings of the 11th ACM SIGMM International Conference on Multimedia Information Retrieval, 2010

Yield-constrained digital circuit sizing via sequential geometric programming.

Yu Ben, Laurent El Ghaoui, Kameshwar Poolla, Costas J. Spanos

Proceedings of the 11th International Symposium on Quality of Electronic Design (ISQED 2010), 2010

Designing node and edge weights of a graph to meet Laplacian eigenvalue constraints.

Sayed Yusef Shafi, Murat Arcak, Laurent El Ghaoui

Proceedings of the 48th Annual Allerton Conference on Communication, 2010

2009

Parameter estimation with expected and residual-at-risk criteria.

Giuseppe Carlo Calafiore, Ufuk Topcu, Laurent El Ghaoui

Syst. Control. Lett., 2009

Kernel regression for travel time estimation via convex optimization.

Sebastien Blandin, Laurent El Ghaoui, Alexandre M. Bayen

Proceedings of the 48th IEEE Conference on Decision and Control, 2009

Robust Optimization

Aharon Ben-Tal, Laurent El Ghaoui, Arkadi Nemirovski

Princeton Series in Applied Mathematics 28, Princeton University Press, ISBN: 978-1-4008-3105-0, 2009

2008

First-Order Methods for Sparse Covariance Selection.

Alexandre d'Aspremont, Onureena Banerjee, Laurent El Ghaoui

SIAM J. Matrix Anal. Appl., 2008

Optimal Solutions for Sparse Principal Component Analysis.

Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui

J. Mach. Learn. Res., 2008

Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data.

Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont

J. Mach. Learn. Res., 2008

A Convex Upper Bound on the Log-Partition Function for Binary Distributions.

Laurent El Ghaoui, Assane Gueye

Proceedings of the Advances in Neural Information Processing Systems 21, 2008

An Homotopy Algorithm for the Lasso with Online Observations.

Pierre Garrigues, Laurent El Ghaoui

Proceedings of the Advances in Neural Information Processing Systems 21, 2008

Multistage investments with recourse: A single-asset case with transaction costs.

Ufuk Topcu, Giuseppe Carlo Calafiore, Laurent El Ghaoui

Proceedings of the 47th IEEE Conference on Decision and Control, 2008

2007

A Direct Formulation for Sparse PCA Using Semidefinite Programming.

Alexandre d'Aspremont, Laurent El Ghaoui, Michael I. Jordan, Gert R. G. Lanckriet

SIAM Rev., 2007

Model Selection Through Sparse Maximum Likelihood Estimation

Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont

CoRR, 2007

A Semidefinite Relaxation for Air Traffic Flow Scheduling.

Alexandre d'Aspremont, Laurent El Ghaoui

Proceedings of the 2007 IEEE International Conference on Research, 2007

Full regularization path for sparse principal component analysis.

Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui

Proceedings of the Machine Learning, 2007

Robust feasibility for control of water flow in a reservoir-canal system.

Saurabh Amin, Alexandre M. Bayen, Laurent El Ghaoui, Shankar Sastry

Proceedings of the 46th IEEE Conference on Decision and Control, 2007

Linear Programming with Probability Constraints - Part 2.

Giuseppe Carlo Calafiore, Laurent El Ghaoui

Proceedings of the American Control Conference, 2007

Linear Programming with Probability Constraints - Part 1.

Giuseppe Carlo Calafiore, Laurent El Ghaoui

Proceedings of the American Control Conference, 2007

2006

Static arbitrage bounds on basket option prices.

Alexandre d'Aspremont, Laurent El Ghaoui

Math. Program., 2006

Foreword: special issue on robust optimization.

Aharon Ben-Tal, Laurent El Ghaoui, Arkadi Nemirovski

Math. Program., 2006

Optimal path planning for air traffic flow management under stochastic weather and capacity constraints.

Alexandre d'Aspremont, Devan Sohier, Arnab Nilim, Laurent El Ghaoui, Vu Duong

Proceedings of the 4th International Confernce on Computer Sciences: Research, 2006

Convex optimization techniques for fitting sparse Gaussian graphical models.

Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont, Georges Natsoulis

Proceedings of the Machine Learning, 2006

2005

Robust Control of Markov Decision Processes with Uncertain Transition Matrices.

Arnab Nilim, Laurent El Ghaoui

Oper. Res., 2005

Sparse Covariance Selection via Robust Maximum Likelihood Estimation

Onureena Banerjee, Alexandre d'Aspremont, Laurent El Ghaoui

CoRR, 2005

2004

Learning the Kernel Matrix with Semidefinite Programming.

Gert R. G. Lanckriet, Nello Cristianini, Peter L. Bartlett, Laurent El Ghaoui, Michael I. Jordan

J. Mach. Learn. Res., 2004

Robust Sparse Hyperplane Classifiers: Application to Uncertain Molecular Profiling Data.

Chiranjib Bhattacharyya, L. R. Grate, Michael I. Jordan, Laurent El Ghaoui, I. Saira Mian

J. Comput. Biol., 2004

Ellipsoidal bounds for uncertain linear equations and dynamical systems.

Giuseppe Carlo Calafiore, Laurent El Ghaoui

Autom., 2004

Algorithms for Multi-Aircraft Re-Routing Under Uncertainties.

Arnab Nilim, Laurent El Ghaoui, Vu Duong

Proceedings of the Actes de la Deuxieme Conference Internationale Associant Chercheurs Vietnamiens et Francophones en Informatique, 2004

Robust model predictive control through adjustable variables: an application to path planning.

Alessandro Abate, Laurent El Ghaoui

Proceedings of the 43rd IEEE Conference on Decision and Control, 2004

Algorithms for air traffic flow management under stochastic environments.

Arnab Nilim, Laurent El Ghaoui

Proceedings of the 2004 American Control Conference, 2004

2003

Worst-Case Value-At-Risk and Robust Portfolio Optimization: A Conic Programming Approach.

Laurent El Ghaoui, Maksim Oks, François Oustry

Oper. Res., 2003

Robustness in Markov Decision Problems with Uncertain Transition Matrices.

Arnab Nilim, Laurent El Ghaoui

Proceedings of the Advances in Neural Information Processing Systems 16 [Neural Information Processing Systems, 2003

2002

A Robust Minimax Approach to Classification.

Gert R. G. Lanckriet, Laurent El Ghaoui, Chiranjib Bhattacharyya, Michael I. Jordan

J. Mach. Learn. Res., 2002

Robust Novelty Detection with Single-Class MPM.

Gert R. G. Lanckriet, Laurent El Ghaoui, Michael I. Jordan

Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002

Learning the Kernel Matrix with Semi-Definite Programming.

Gert R. G. Lanckriet, Nello Cristianini, Peter L. Bartlett, Laurent El Ghaoui, Michael I. Jordan

Proceedings of the Machine Learning, 2002

2001

Robust filtering for discrete-time systems with bounded noise and parametric uncertainty.

Laurent El Ghaoui, Giuseppe Carlo Calafiore

IEEE Trans. Autom. Control., 2001

Output Feedback Control with Input Saturations: LMI Design Approaches.

Gérard Scorletti, Jean Pierre Folcher, Laurent El Ghaoui

Eur. J. Control, 2001

Robust maximum likelihood estimation in the linear model.

Giuseppe Carlo Calafiore, Laurent El Ghaoui

Autom., 2001

Minimax Probability Machine.

Gert R. G. Lanckriet, Laurent El Ghaoui, Chiranjib Bhattacharyya, Michael I. Jordan

Proceedings of the Advances in Neural Information Processing Systems 14 [Neural Information Processing Systems: Natural and Synthetic, 2001

Convex Optimization Methods for Sensor Node Position Estimation.

Lance Doherty, Kristofer S. J. Pister, Laurent El Ghaoui

Proceedings of the Proceedings IEEE INFOCOM 2001, 2001

Minimum variance estimation with uncertain statistical model.

Giuseppe Calafiore, Laurent El Ghaoui

Proceedings of the 40th IEEE Conference on Decision and Control, 2001

2000

Watermarking Based on Duality with Distributed Source Coding and Robust Optimization Principles.

Jim Chou, S. Sandeep Pradhan, Laurent El Ghaoui, Kannan Ramchandran

Proceedings of the 2000 International Conference on Image Processing, 2000

Robust optimization-based control: an LMI approach.

Christophe Prieur, Pascale Bendotti, Laurent El Ghaoui

Proceedings of the 39th IEEE Conference on Decision and Control, 2000

1998

Robust Solutions to Uncertain Semidefinite Programs.

Laurent El Ghaoui, François Oustry, Hervé Lebret

SIAM J. Optim., 1998

Worst-case simulation of uncertain systems.

Laurent El Ghaoui, Giuseppe Carlo Calafiore

Proceedings of the Robustness in Identification and Control, Workshop Robustness in Identification and Control, Siena, Italy, July 30, 1998

1997

Robust Solutions to Least-Squares Problems with Uncertain Data.

Laurent El Ghaoui, Hervé Lebret

SIAM J. Matrix Anal. Appl., October, 1997

A cone complementarity linearization algorithm for static output-feedback and related problems.

Laurent El Ghaoui, François Oustry, Mustapha Ait Rami

IEEE Trans. Autom. Control., 1997

1996

LMI optimization for nonstandard Riccati equations arising in stochastic control.

Mustapha Ait Rami, Laurent El Ghaoui

IEEE Trans. Autom. Control., 1996

Control of rational systems using linear-fractional representations and linear matrix inequalities.

Laurent El Ghaoui, Gérard Scorletti

Autom., 1996

1994

Linear Matrix Inequalities in System and Control Theory.

Stephen P. Boyd, Laurent El Ghaoui, Eric M. Feron, Venkataramanan Balakrishnan

Studies in Applied Mathematics 15, SIAM, ISBN: 978-1-61197-077-7, 1994