Ghaoui, Laurent El
- Theoretically Principled Trade-off between Robustness and Accuracy
2019/01/24 by Hongyang Zhang, Yaodong Yu, Zhang, Hongyang +9 · 100 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Physical Unclonable Functions (PUFs) and Hardware Security
- A direct formulation for sparse PCA using semidefinite programming
2004/06/16 by Alexandre d’Aspremont, Laurent El Ghaoui, d'Aspremont, Alexandre +5 · 10 citations
Engineering · Mathematics · Computer Science · #Sparse and Compressive Sensing Techniques #Advanced Optimization Algorithms Research #Blind Source Separation Techniques
- Implicit Deep Learning
2019/08/17 by Ghaoui, Laurent El, Gu, Fangda, Travacca, Bertrand +2 · 7 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Optimal Solutions for Sparse Principal Component Analysis
2007/07/04 by Alexandre d’Aspremont, Francis Bach, d'Aspremont, Alexandre +3 · 3 citations
Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Blind Source Separation Techniques #Face and Expression Recognition
- Safe Feature Elimination for the LASSO and Sparse Supervised Learning Problems
2010/09/21 by Ghaoui, Laurent El, Viallon, Vivian, Rabbani, Tarek · 2 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Sparse PCA: Convex Relaxations, Algorithms and Applications
2010/11/16 by Zhang, Youwei, d'Aspremont, Alexandre, Ghaoui, Laurent El · 2 citations
#62H25 #90C22 #90C27 #FOS: Mathematics #Optimization and Control (math.OC)
- Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization
2020/02/27 by Négiar, Geoffrey, Dresdner, Gideon, Tsai, Alicia +4 · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems
2021/09/08 by Gu, Fangda, Yin, He, Ghaoui, Laurent El +3 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- First-order methods for sparse covariance selection
2006/09/28 by Alexandre d’Aspremont, d'Aspremont, Alexandre, Onureena Banerjee +3 · 1 citation
Computer Science · Engineering · #62H20 #90C22 #90C59 #Blind Source Separation Techniques #FOS: Mathematics #Face and Expression Recognition #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Statistics Theory (math.ST)
- Safe Feature Elimination in Sparse Supervised Learning
2010/09/17 by Ghaoui, Laurent El, Viallon, Vivian, Rabbani, Tarek · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Sparse Covariance Selection via Robust Maximum Likelihood Estimation
2005/06/08 by Onureena Banerjee, Banerjee, Onureena, Alexandre d'Aspremont +3 · 2 citations
Computer Science · Engineering · Mathematics · #Advanced Statistical Methods and Models #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference #cs.AI #cs.CE
- Kernel-based Outlier Detection using the Inverse Christoffel Function
2018/06/18 by Armin Askari, Askari, Armin, Forest Yang +3 · 1 citation
Computer Science · Engineering · Mathematics · #Advanced Statistical Methods and Models #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Water Systems and Optimization
- Lifted Neural Networks
2018/05/03 by Armin Askari, Geoffrey Négiar, Askari, Armin +5 · 1 citation
Computer Science · #Advanced Neural Network Applications #Stochastic Gradient Optimization Techniques #Machine Learning and Algorithms
- Data-Driven Reachability Analysis with Christoffel Functions
2021/04/28 by Alex Devonport, Devonport, Alex, Forest Yang +5 · 1 citation
Computer Science · Decision Sciences · #Bayesian Modeling and Causal Inference #FOS: Electrical engineering #Probabilistic and Robust Engineering Design #Systems and Control (eess.SY) #electronic engineering #information engineering
- Optimizing electric vehicles charging through smart energy allocation and cost-saving
2024/09/13 by Luca Ambrosino, Giuseppe C. Calafiore, Ambrosino, Luca +9 · 1 citation
Engineering · #Advanced Battery Technologies Research #Electric Vehicles and Infrastructure #FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #Transportation and Mobility Innovations #electronic engineering #information engineering