Laurent El Ghaoui

Laurent El Ghaoui

University of California, Berkeley

H-index: 60

North America-United States

About Laurent El Ghaoui

Laurent El Ghaoui, With an exceptional h-index of 60 and a recent h-index of 31 (since 2020), a distinguished researcher at University of California, Berkeley, specializes in the field of Optimization, machine learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Naive Feature Selection: A Nearly Tight Convex Relaxation for Sparse Naive Bayes

The Extrapolation Power of Implicit Models

State-drive Implicit Modeling

Data-Driven Reachability and Support Estimation with Christoffel Functions

Towards Efficient and Robust Out-of-Distribution Deep Learning with Implicit Models

Recurrent neural network controllers synthesis with stability guarantees for partially observed systems

A sequential greedy approach for training implicit deep models

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

Laurent El Ghaoui Information

University

Position

(EECS IEOR)

Citations(all)

63856

Citations(since 2020)

16988

Cited By

57942

hIndex(all)

60

hIndex(since 2020)

31

i10Index(all)

132

i10Index(since 2020)

71

Email

University Profile Page

University of California, Berkeley

Google Scholar

View Google Scholar Profile

Laurent El Ghaoui Skills & Research Interests

Optimization

machine learning

Top articles of Laurent El Ghaoui

Title

Journal

Author(s)

Publication Date

Naive Feature Selection: A Nearly Tight Convex Relaxation for Sparse Naive Bayes

Mathematics of Operations Research

Armin Askari

Alexandre d’Aspremont

Laurent El Ghaoui

2024/2

The Extrapolation Power of Implicit Models

Juliette Decugis

Max Emerling

Ashwin Ganesh

Alicia Y Tsai

Laurent El Ghaoui

2023/10/13

State-drive Implicit Modeling

Alicia Y Tsai

Juliette Decugis

Laurent El Ghaoui

Alper Atamturk

2023/10/13

Data-Driven Reachability and Support Estimation with Christoffel Functions

IEEE Transactions on Automatic Control

Alex Devonport

Forest Yang

Laurent El Ghaoui

Murat Arcak

2023/5/31

Towards Efficient and Robust Out-of-Distribution Deep Learning with Implicit Models

Ashwin Ganesh

Laurent El Ghaoui

Alper Atamtürk

2023/5/12

Recurrent neural network controllers synthesis with stability guarantees for partially observed systems

AAAI

Fangda Gu

He Yin

Laurent El Ghaoui

Murat Arcak

Peter Seiler

...

2022

A sequential greedy approach for training implicit deep models

Tanmay Gautam

Brendon G Anderson

Somayeh Sojoudi

Laurent El Ghaoui

2022

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

Jennifer C Shih

Akshara Rai

Laurent El Ghaoui

2022/6/8

Entropic Lower Bound of Cardinality for Sparse Optimization

Quentin Jacquet

Agnes Bialecki

Laurent El Ghaoui

Stéphane Gaubert

Riadh Zorgati

2022/11/28

Approximation bounds for sparse programs

SIAM Journal on Mathematics of Data Science

Armin Askari

Alexandre d'Aspremont

Laurent El Ghaoui

2022

On the abilities of mathematical extrapolation with implicit models

Juliette Decugis

Max Emerling

Ashwin Ganesh

Alicia Y Tsai

Laurent El Ghaoui

2022/10/21

State-driven implicit modeling for sparsity and robustness in neural networks

arXiv preprint arXiv:2209.09389

Alicia Y Tsai

Juliette Decugis

Laurent El Ghaoui

Alper Atamtürk

2022/9/19

Sparse optimization for unsupervised extractive summarization of long documents with the frank-wolfe algorithm

Alicia Y Tsai

Laurent El Ghaoui

2020

Grid Topology Estimation in Electrical Markets via Diagonally Dominant Laplacian

Fangda Gu

Laurent El Ghaoui

Guillaume Darmet

2021/10/18

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

arXiv preprint arXiv:2108.02420

Jennifer C Shih

Laurent El Ghaoui

2021/8/5

Safety Methods for Robotic Systems

Chia-Yin Shih

2021

FANOK: Knockoffs in linear time

SIAM Journal on Mathematics of Data Science

Armin Askari

Quentin Rebjock

Alexandre d'Aspremont

Laurent El Ghaoui

2021

Data-driven reachability analysis and support set estimation with christoffel functions

arXiv preprint arXiv:2112.09995

Alex Devonport

Forest Yang

Laurent El Ghaoui

Murat Arcak

2021/12/18

Implicit deep learning

SIAM Journal on Mathematics of Data Science

Laurent El Ghaoui

Fangda Gu

Bertrand Travacca

Armin Askari

Alicia Tsai

2021

Data-driven reachability analysis with christoffel functions

Alex Devonport

Forest Yang

Laurent El Ghaoui

Murat Arcak

2021/12/14

See List of Professors in Laurent El Ghaoui University(University of California, Berkeley)