2026 Laurent El Ghaoui: Engineering and Technology Researcher – H-Index, Publications & Awards

D-Index & Metrics

Discipline name	D-Index	World Ranking	Current World Ranking	National Ranking	Current National Ranking	Publications	Citations
Engineering and Technology	58	2417	2310	4	4	195	29560

Discipline name

D-Index

World Ranking

Current World Ranking

National Ranking

Current National Ranking

Publications

Citations

Engineering and Technology

2417

2310

195

29560

Engineering and Technology

D-Index

Citations

29560

World Ranking

2417

National Ranking

Overview

Laurent El Ghaoui is affiliated with VinUniversity in Vietnam and has contributed extensively to the fields of Computer Science and Engineering. Their academic work spans subfields such as Artificial Intelligence, Control and Systems Engineering, Automotive Engineering, Computer Vision and Pattern Recognition, and Electrical and Electronic Engineering.

The scientist's recent research papers reflect a focus on machine learning, control theory, and mathematical approaches to data science. Key publications include:

Implicit Deep Learning, 2021, SIAM Journal on Mathematics of Data Science
Implicit Graph Neural Networks, 2020, arXiv (Cornell University)
Data-Driven Reachability Analysis with Christoffel Functions, 2021, 2021 60th IEEE Conference on Decision and Control (CDC)
Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems, 2022, Proceedings of the AAAI Conference on Artificial Intelligence
Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization, 2020, arXiv (Cornell University)

Some of the frequent co-authors associated with Laurent El Ghaoui include Armin Askari, Alicia Y. Tsai, Murat Arcak, Alexandre d'Aspremont, and Fangda Gu.

The range of publication venues where this scientist's work has appeared includes:

arXiv (Cornell University)
SIAM Journal on Mathematics of Data Science
2021 60th IEEE Conference on Decision and Control (CDC)
Proceedings of the AAAI Conference on Artificial Intelligence
Mathematics of Operations Research

Their research topics encompass:

Bayesian Modeling and Causal Inference
Model Reduction and Neural Networks
Fault Detection and Control Systems
Machine Learning and Algorithms
Probabilistic and Robust Engineering Design
Advanced Control Systems Optimization
Machine Learning and Data Classification

Laurent El Ghaoui has also contributed to academic books, including a publication through the Centre National de la Recherche Scientifique titled "L'italien pour tous - Nouvelle édition: Bescherelle" released in 2022.

Best Publications

Learning the Kernel Matrix with Semidefinite Programming

Gert R. G. Lanckriet;Nello Cristianini;Peter Bartlett;Laurent El Ghaoui

3089
Citations
Convex position estimation in wireless sensor networks

L. Doherty;K.S.J. pister;L. El Ghaoui

2377
Citations
A cone complementarity linearization algorithm for static output-feedback and related problems

Unknown

1978
Citations
Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data

Onureena Banerjee;Laurent El Ghaoui;Alexandre d'Aspremont

1808
Citations
Robust Solutions to Least-Squares Problems with Uncertain Data

Laurent El Ghaoui;Hervé Lebret

1679
Citations
Robust Solutions to Uncertain Semidefinite Programs

Laurent El Ghaoui;Francois Oustry;Hervé Lebret

1379
Citations
Theoretically Principled Trade-off between Robustness and Accuracy

Hongyang Zhang;Yaodong Yu;Jiantao Jiao;Eric P. Xing

1246
Citations
A Direct Formulation for Sparse PCA Using Semidefinite Programming

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

1122
Citations
Robust solution to least squares problems with uncertain data

Laurent El Ghaoui;Hervé Lebret

1071
Citations
Worst-Case Value-At-Risk and Robust Portfolio Optimization: A Conic Programming Approach

Laurent El Ghaoui;Maksim Oks;Francois Oustry

910
Citations
Robust Control of Markov Decision Processes with Uncertain Transition Matrices

Arnab Nilim;Laurent El Ghaoui

882
Citations
On Distributionally Robust Chance-Constrained Linear Programs

G. C. Calafiore;L. El Ghaoui

621
Citations
A robust minimax approach to classification

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

604
Citations
Advances in linear matrix inequality methods in control

Laurent El Ghaoui;Silviu-Iulian Niculescu

589
Citations
History of linear matrix inequalities in control theory

S. Boyd;V. Balakrishnan;E. Feron;L. El Ghaoui

452
Citations
First-Order Methods for Sparse Covariance Selection

Alexandre d'Aspremont;Onureena Banerjee;Laurent El Ghaoui

423
Citations
Optimal Solutions for Sparse Principal Component Analysis

Alexandre d'Aspremont;Francis Bach;Laurent El Ghaoui

408
Citations
Method of Centers for Minimizing Generalized Eigenvalues

Stephen Boyd;Laurent El Ghaoui

405
Citations
Robust filtering for discrete-time systems with bounded noise and parametric uncertainty

L. El Ghaoui;G. Calafiore

317
Citations
Control of rational systems using linear-fractional representations and linear matrix inequalities☆

Laurent El Ghaoui;Gérard Scorletti

280
Citations
Learning the Kernel Matrix with Semi-Definite Programming

Gert R. G. Lanckriet;Nello Christianini;Peter L. Bartlett;Laurent El Ghaoui

233
Citations
Full regularization path for sparse principal component analysis

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

66
Citations