Lounici, Karim

1. Nuclear norm penalization and optimal rates for noisy low rank matrix\n completion
   2010/11/29 by Vladimir Koltchinskii, Alexandre B. Tsybakov, Koltchinskii, Vladimir +3 · 82 citations
   Engineering · Mathematics · #Sparse and Compressive Sensing Techniques #Numerical methods in inverse problems #Advanced SAR Imaging Techniques
2. Concentration Inequalities and Moment Bounds for Sample Covariance Operators
   2014/05/10 by Vladimir Koltchinskii, Koltchinskii, Vladimir, Karim Lounici +1 · 20 citations
   Mathematics · #FOS: Mathematics #Numerical methods in inverse problems #Point processes and geometric inequalities #Probability (math.PR) #Statistical Methods and Inference
3. Sharp Spectral Rates for Koopman Operator Learning
   2023/02/03 by Vladimir R. Kostic, Karim Lounici, Kostic, Vladimir +5 · 11 citations
   Physics and Astronomy · Medicine · Computer Science · #Model Reduction and Neural Networks #Thermal Regulation in Medicine #Gaussian Processes and Bayesian Inference
4. Normal approximation and concentration of spectral projectors of sample covariance
   2015/04/28 by Koltchinskii, Vladimir, Lounici, Karim · 4 citations
   #62H12 #FOS: Mathematics #Statistics Theory (math.ST)
5. Asymptotics and Concentration Bounds for Bilinear Forms of Spectral Projectors of Sample Covariance
   2014/08/20 by Koltchinskii, Vladimir, Lounici, Karim · 3 citations
   #62H12 #FOS: Mathematics #Statistics Theory (math.ST)
6. Learning invariant representations of time-homogeneous stochastic dynamical systems
   2023/07/19 by Kostic, Vladimir R., Novelli, Pietro, Grazzi, Riccardo +2 · 6 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. Neural Conditional Probability for Uncertainty Quantification
   2024/07/01 by Vladimir Kostić, Kostic, Vladimir R., Karim Lounici +9 · 8 citations
   Computer Science · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Neural Networks and Applications #Statistics Theory (math.ST)
8. Robust Matrix Completion
   2014/12/28 by Klopp, Olga, Lounici, Karim, Tsybakov, Alexandre B. · 2 citations
   #FOS: Mathematics #Statistics Theory (math.ST)
9. Consistent Long-Term Forecasting of Ergodic Dynamical Systems
   2023/12/20 by Inzerilli, Prune, Kostic, Vladimir, Lounici, Karim +2 · 5 citations
   #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML)
10. Concentration bounds for linear Monge mapping estimation and optimal transport domain adaptation
    2019/05/24 by Flamary, Rémi, Lounici, Karim, Ferrari, André · 2 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
11. High-dimensional covariance matrix estimation with missing observations
    2012/01/12 by Lounici, Karim · 1 citation
    #62H12 #FOS: Mathematics #Statistics Theory (math.ST)
12. Learning the Infinitesimal Generator of Stochastic Diffusion Processes
    2024/05/21 by Kostic, Vladimir R., Lounici, Karim, Halconruy, Helene +2 · 3 citations
    #62M15 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Probability (math.PR)
13. Multi-task Representation Learning with Stochastic Linear Bandits
    2022/02/21 by Cella, Leonardo, Lounici, Karim, Pacreau, Grégoire +1 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
14. Laplace Transform Based Low-Complexity Learning of Continuous Markov Semigroups
    2024/10/18 by Vladimir Kostić, Karim Lounici, Kostic, Vladimir R. +9 · 2 citations
    Computer Science · Engineering · #Control Systems and Identification #FOS: Computer and information sciences #FOS: Mathematics #Fault Detection and Control Systems #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Statistics Theory (math.ST)
15. Robust covariance estimation with missing values and cell-wise contamination
    2023/06/01 by Karim Lounici, Lounici, Karim, Grégoire Pacreau +1 · 1 citation
    Computer Science · Engineering · Mathematics · #Anomaly Detection Techniques and Applications #Sparse and Compressive Sensing Techniques #Advanced Statistical Methods and Models
16. Multi-Source and Test-Time Domain Adaptation on Multivariate Signals using Spatio-Temporal Monge Alignment
    2024/07/19 by Théo Gnassounou, Gnassounou, Théo, Antoine Collas +7 · 1 citation
    Computer Science · #Speech and Audio Processing