Linear Matrix Inequalities in System and Control Theory. - Stephen P. Boyd; Laurent El Ghaoui; Eric M. Feron; Venkataramanan Balakrishnan (SIAM, 1994)

Control of rational systems using linear-fractional representations and linear matrix inequalities. - Laurent El Ghaoui; Gérard Scorletti (Autom., 1996)

LMI optimization for nonstandard Riccati equations arising in stochastic control. - Mustapha Ait Rami; Laurent El Ghaoui (IEEE Trans. Autom. Control., 1996)

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)

Robust Solutions to Least-Squares Problems with Uncertain Data. - Laurent El Ghaoui; Hervé Lebret (SIAM J. Matrix Anal. Appl., 1997)

Worst-case simulation of uncertain systems. - Laurent El Ghaoui; Giuseppe Carlo Calafiore (Robustness in Identification and Control, 1998)

Robust Solutions to Uncertain Semidefinite Programs. - Laurent El Ghaoui; François Oustry; Hervé Lebret (SIAM J. Optim., 1998)

Robust optimization-based control: an LMI approach. - Christophe Prieur; Pascale Bendotti; Laurent El Ghaoui (CDC, 2000)

Watermarking Based on Duality with Distributed Source Coding and Robust Optimization Principles. - Jim Chou; S. Sandeep Pradhan; Laurent El Ghaoui; Kannan Ramchandran (ICIP, 2000)

Minimum variance estimation with uncertain statistical model. - Giuseppe Calafiore; Laurent El Ghaoui (CDC, 2001)

Convex Optimization Methods for Sensor Node Position Estimation. - Lance Doherty; Kristofer S. J. Pister; Laurent El Ghaoui (INFOCOM, 2001)

Minimax Probability Machine. - Gert R. G. Lanckriet; Laurent El Ghaoui; Chiranjib Bhattacharyya; Michael I. Jordan (NIPS, 2001)

Robust maximum likelihood estimation in the linear model. - Giuseppe Carlo Calafiore; Laurent El Ghaoui (Autom., 2001)

Output Feedback Control with Input Saturations: LMI Design Approaches. - Gérard Scorletti; Jean Pierre Folcher; Laurent El Ghaoui (Eur. J. Control, 2001)

Robust filtering for discrete-time systems with bounded noise and parametric uncertainty. - Laurent El Ghaoui; Giuseppe Carlo Calafiore (IEEE Trans. Autom. Control., 2001)

Learning the Kernel Matrix with Semi-Definite Programming. - Gert R. G. Lanckriet; Nello Cristianini; Peter L. Bartlett; Laurent El Ghaoui; Michael I. Jordan (ICML, 2002)

Robust Novelty Detection with Single-Class MPM. - Gert R. G. Lanckriet; Laurent El Ghaoui; Michael I. Jordan (NIPS, 2002)

A Robust Minimax Approach to Classification. - Gert R. G. Lanckriet; Laurent El Ghaoui; Chiranjib Bhattacharyya; Michael I. Jordan (J. Mach. Learn. Res., 2002)

Robustness in Markov Decision Problems with Uncertain Transition Matrices. - Arnab Nilim; Laurent El Ghaoui (NIPS, 2003)

Worst-Case Value-At-Risk and Robust Portfolio Optimization: A Conic Programming Approach. - Laurent El Ghaoui; Maksim Oks; François Oustry (Oper. Res., 2003)

Algorithms for air traffic flow management under stochastic environments. - Arnab Nilim; Laurent El Ghaoui (ACC, 2004)

Robust model predictive control through adjustable variables: an application to path planning. - Alessandro Abate; Laurent El Ghaoui (CDC, 2004)

Algorithms for Multi-Aircraft Re-Routing Under Uncertainties. - Arnab Nilim; Laurent El Ghaoui; Vu Duong (RIVF, 2004)

Ellipsoidal bounds for uncertain linear equations and dynamical systems. - Giuseppe Carlo Calafiore; Laurent El Ghaoui (Autom., 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)

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)

Sparse Covariance Selection via Robust Maximum Likelihood Estimation - Onureena Banerjee; Alexandre d'Aspremont; Laurent El Ghaoui (CoRR, 2005)

Robust Control of Markov Decision Processes with Uncertain Transition Matrices. - Arnab Nilim; Laurent El Ghaoui (Oper. Res., 2005)

Convex optimization techniques for fitting sparse Gaussian graphical models. - Onureena Banerjee; Laurent El Ghaoui; Alexandre d'Aspremont; Georges Natsoulis (ICML, 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 (RIVF, 2006)

Foreword: special issue on robust optimization. - Aharon Ben-Tal; Laurent El Ghaoui; Arkadi Nemirovski (Math. Program., 2006)

Static arbitrage bounds on basket option prices. - Alexandre d'Aspremont; Laurent El Ghaoui (Math. Program., 2006)

Linear Programming with Probability Constraints - Part 1. - Giuseppe Carlo Calafiore; Laurent El Ghaoui (ACC, 2007)

Linear Programming with Probability Constraints - Part 2. - Giuseppe Carlo Calafiore; Laurent El Ghaoui (ACC, 2007)

Robust feasibility for control of water flow in a reservoir-canal system. - Saurabh Amin; Alexandre M. Bayen; Laurent El Ghaoui; Shankar Sastry 001 (CDC, 2007)

Full regularization path for sparse principal component analysis. - Alexandre d'Aspremont; Francis R. Bach; Laurent El Ghaoui (ICML, 2007)

A Semidefinite Relaxation for Air Traffic Flow Scheduling. - Alexandre d'Aspremont; Laurent El Ghaoui (RIVF, 2007)

Model Selection Through Sparse Maximum Likelihood Estimation - Onureena Banerjee; Laurent El Ghaoui; Alexandre d'Aspremont (CoRR, 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)

Multistage investments with recourse: A single-asset case with transaction costs. - Ufuk Topcu; Giuseppe Carlo Calafiore; Laurent El Ghaoui (CDC, 2008)

An Homotopy Algorithm for the Lasso with Online Observations. - Pierre Garrigues; Laurent El Ghaoui (NIPS, 2008)

A Convex Upper Bound on the Log-Partition Function for Binary Distributions. - Laurent El Ghaoui; Assane Gueye (NIPS, 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)

Optimal Solutions for Sparse Principal Component Analysis. - Alexandre d'Aspremont; Francis R. Bach; Laurent El Ghaoui (J. Mach. Learn. Res., 2008)

First-Order Methods for Sparse Covariance Selection. - Alexandre d'Aspremont; Onureena Banerjee; Laurent El Ghaoui (SIAM J. Matrix Anal. Appl., 2008)

Robust Optimization - Aharon Ben-Tal; Laurent El Ghaoui; Arkadi Nemirovski (Princeton University Press, 2009)

Kernel regression for travel time estimation via convex optimization. - Sebastien Blandin; Laurent El Ghaoui; Alexandre M. Bayen (CDC, 2009)

Parameter estimation with expected and residual-at-risk criteria. - Giuseppe Carlo Calafiore; Ufuk Topcu; Laurent El Ghaoui (Syst. Control. Lett., 2009)

Designing node and edge weights of a graph to meet Laplacian eigenvalue constraints. - Sayed Yusef Shafi; Murat Arcak; Laurent El Ghaoui (Allerton, 2010)

Yield-constrained digital circuit sizing via sequential geometric programming. - Yu Ben; Laurent El Ghaoui; Kameshwar Poolla; Costas J. Spanos (ISQED, 2010)

Discovering word associations in news media via feature selection and sparse classification. - Brian Gawalt; Jinzhu Jia; Luke Miratrix; Laurent El Ghaoui; Bin Yu 001; Sophie Clavier (Multimedia Information Retrieval, 2010)

Safe Feature Elimination in Sparse Supervised Learning - Laurent El Ghaoui; Vivian Viallon; Tarek Rabbani (CoRR, 2010)

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 (CDC/ECC, 2011)

Graph weight design for Laplacian eigenvalue constraints with multi-agent systems applications. - Sayed Yusef Shafi; Murat Arcak; Laurent El Ghaoui (CDC/ECC, 2011)

Sparse Machine Learning Methods for Understanding Large Text Corpora. - Laurent El Ghaoui; Guan-Cheng Li; Viet-An Duong; Vu Pham 001; Ashok N. Srivastava; Kanishka Bhaduri (CIDU, 2011)

Large-Scale Sparse Principal Component Analysis with Application to Text Data. - Youwei Zhang; Laurent El Ghaoui (NIPS, 2011)

SBA-term: Sparse Bilingual Association for Terms. - Xinyu Dai; Jinzhu Jia; Laurent El Ghaoui; Bin Yu 001 (ICSC, 2011)

Testing the nullspace property using semidefinite programming. - Alexandre d'Aspremont; Laurent El Ghaoui (Math. Program., 2011)

Predicting Congressional Votes Based on Campaign Finance Data. - Samuel Smith; Jae Yeon (Claire) Baek; Zhaoyi Kang; Dawn Song; Laurent El Ghaoui; Mario Frank 001 (ICMLA (1), 2012)

Recovery of Sparse Probability Measures via Convex Programming. - Mert Pilanci; Laurent El Ghaoui; Venkat Chandrasekaran (NIPS, 2012)

Graph Weight Allocation to Meet Laplacian Spectral Constraints. - Sayed Yusef Shafi; Murat Arcak; Laurent El Ghaoui (IEEE Trans. Autom. Control., 2012)

Sparse Identification of Polynomial and Posynomial Models. - Giuseppe Carlo Calafiore; Laurent El Ghaoui; Carlo Novara (CoRR, 2013)

Understanding large text corpora via sparse machine learning. - Laurent El Ghaoui; Vu Pham 001; Guan-Cheng Li; Viet-An Duong; Ashok N. Srivastava; Kanishka Bhaduri (Stat. Anal. Data Min., 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)

Iterative Hard Thresholding for Keyword Extraction from Large Text Corpora. - Steve Yadlowsky; Preetum Nakkarin; Jingyan Wang 001; Rishi Sharma; Laurent El Ghaoui (ICMLA, 2014)

Concise comparative summaries (CCS) of large text corpora with a human experiment. - Jinzhu Jia; Luke Miratrix; Bin Yu 001; Brian Gawalt; Laurent El Ghaoui; Luke Barnesmoore; Sophie Clavier (CoRR, 2014)

Robust sketching for multiple square-root LASSO problems. - Vu Pham 001; Laurent El Ghaoui; Arturo Fernández (CoRR, 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 001; Laurent El Ghaoui (AISTATS, 2015)

Sparse identification of posynomial models. - Giuseppe Carlo Calafiore; Laurent El Ghaoui; Carlo Novara (Autom., 2015)

Sparse learning via Boolean relaxations. - Mert Pilanci; Martin J. Wainwright; Laurent El Ghaoui (Math. Program., 2015)

A tractable numerical strategy for robust MILP and application to energy management. - Jean Pauphilet; Diego Kiner; Damien Faille; Laurent El Ghaoui (CDC, 2016)

Lifted Neural Networks. - Armin Askari; Geoffrey Négiar; Rajiv Sambharya; Laurent El Ghaoui (CoRR, 2018)

Kernel-based Outlier Detection using the Inverse Christoffel Function. - Armin Askari; Forest Yang; Laurent El Ghaoui (CoRR, 2018)

Frank-Wolfe Algorithm for Exemplar Selection. - Gary Cheng 002; Armin Askari; Laurent El Ghaoui; Kannan Ramchandran (CoRR, 2018)

Theoretically Principled Trade-off between Robustness and Accuracy. - Hongyang Zhang 001; Yaodong Yu; Jiantao Jiao; Eric P. Xing; Laurent El Ghaoui; Michael I. Jordan (ICML, 2019)

Implicit Deep Learning. - Laurent El Ghaoui; Fangda Gu; Bertrand Travacca; Armin Askari (CoRR, 2019)

Naive Feature Selection: Sparsity in Naive Bayes. - Armin Askari; Alexandre d'Aspremont; Laurent El Ghaoui (AISTATS, 2020)

Fenchel Lifted Networks: A Lagrange Relaxation of Neural Network Training. - Fangda Gu; Armin Askari; Laurent El Ghaoui (AISTATS, 2020)

Implicit Optimization: Models and Methods. - Bertrand Travacca; Laurent El Ghaoui; Scott J. Moura (CDC, 2020)

Sparse Optimization for Unsupervised Extractive Summarization of Long Documents with the Frank-Wolfe Algorithm. - Alicia Y. Tsai; Laurent El Ghaoui (SustaiNLP@EMNLP, 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 (ICML, 2020)

Implicit Graph Neural Networks. - Fangda Gu; Heng Chang; Wenwu Zhu 001; Somayeh Sojoudi; Laurent El Ghaoui (NeurIPS, 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)

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)

Reachability-based Safe Planning for Multi-Vehicle Systems with Multiple Targets. - Jennifer C. Shih; Laurent El Ghaoui (ACC, 2021)

Data-Driven Reachability Analysis with Christoffel Functions. - Alex Devonport; Forest Yang; Laurent El Ghaoui; Murat Arcak (CDC, 2021)

Grid Topology Estimation in Electrical Markets via Diagonally Dominant Laplacian. - Fangda Gu; Laurent El Ghaoui; Guillaume Darmet (ISGT-Europe, 2021)

Reachability-based Safe Planning for Multi-Vehicle Systems withMultiple Targets. - Jennifer C. Shih; Laurent El Ghaoui (CoRR, 2021)

Data-Driven Reachability analysis and Support set Estimation with Christoffel Functions. - Alex Devonport; Forest Yang; Laurent El Ghaoui; Murat Arcak (CoRR, 2021)

FANOK: Knockoffs in Linear Time. - Armin Askari; Quentin Rebjock; Alexandre d'Aspremont; Laurent El Ghaoui (SIAM J. Math. Data Sci., 2021)

Implicit Deep Learning. - Laurent El Ghaoui; Fangda Gu; Bertrand Travacca; Armin Askari; Alicia Y. Tsai (SIAM J. Math. Data Sci., 2021)

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 002 (AAAI, 2022)

Learning-based Initialization Strategy for Safety of Multi-Vehicle Systems. - Jennifer C. Shih; Akshara Rai; Laurent El Ghaoui (ACC, 2022)

A Sequential Greedy Approach for Training Implicit Deep Models. - Tanmay Gautam; Brendon G. Anderson; Somayeh Sojoudi; Laurent El Ghaoui (CDC, 2022)

State-driven Implicit Modeling for Sparsity and Robustness in Neural Networks. - Alicia Y. Tsai; Juliette Decugis; Laurent El Ghaoui; Alper Atamtürk (CoRR, 2022)

Approximation Bounds for Sparse Programs. - Armin Askari; Alexandre d'Aspremont; Laurent El Ghaoui (SIAM J. Math. Data Sci., 2022)

Data-Driven Reachability and Support Estimation With Christoffel Functions. - Alex Devonport; Forest Yang; Laurent El Ghaoui; Murat Arcak (IEEE Trans. Autom. Control., 2023)

Constrained Implicit Learning Framework for Neural Network Sparsification. - Alicia Y. Tsai; Wenzhi Gao; Laurent El Ghaoui (ACML, 2024)

Agent-Based Modelling Approach to Support Strategic Planning for EV Charging Stations in A University Campus. - Luca Ambrosino; Linh Do-Bui-Khanh; Khai Manh Nguyen; Giuseppe Calafiore; Laurent El Ghaoui; Doanh Nguyen-Ngoc (CSoNet, 2024)

Metastatic Lung Cancer Prognosis Via Deep Image-Based Lesion Prioritization. - Forest Yang; Skander Jemaa; Thomas Bengtsson; Laurent El Ghaoui (ISBI, 2024)

The Extrapolation Power of Implicit Models. - Juliette Decugis; Alicia Y. Tsai; Max Emerling; Ashwin Ganesh; Laurent El Ghaoui (CoRR, 2024)

Optimizing electric vehicles charging through smart energy allocation and cost-saving. - Luca Ambrosino; Giuseppe Calafiore; Khai Manh Nguyen; Riadh Zorgati; Doanh Nguyen-Ngoc; Laurent El Ghaoui (CoRR, 2024)

Naive Feature Selection: A Nearly Tight Convex Relaxation for Sparse Naive Bayes. - Armin Askari; Alexandre d'Aspremont; Laurent El Ghaoui (Math. Oper. Res., 2024)

A Robust Optimization Model for Cost-Efficient and Fast Electric Vehicle Charging with L2-norm Uncertainty. - Trung Duc Tran; Ngoc Doanh Nguyen; Hong T. M. Chu; Laurent El Ghaoui; Luca Ambrosino; Giuseppe Calafiore (CoRR, 2025)

Tree-Sliced Wasserstein Distance with Nonlinear Projection. - Thanh Tran; Viet-Hoang Tran; Thanh T. Chu; Trang Pham; Laurent El Ghaoui; Tam Le; Tan M. Nguyen (CoRR, 2025)