Papers and preprints
- Nizar Bousselmi, Nelly Pustelnik, Julien M. Hendrickx, and François Glineur, "Comparison of Proximal First-Order Primal and Primal-Dual algorithms via Performance Estimation", accepted for 32nd European Signal Processing Conference (EUSIPCO), 2024. [PDF]
- Anne Rubbens, Nizar Bousselmi, Sébastien Colla, and Julien M. Hendrickx, "Interpolation Constraints for Computing Worst-Case Bounds in Performance Estimation Problems", tutorial paper for 62th IEEE Conference on Decision and Control (CDC), 2023. [PDF]
- Nizar Bousselmi, Julien M. Hendrickx, and François Glineur, "Interpolation Conditions for Linear Operators and applications to Performance Estimation Problems", accepted in SIAM journal on Optimization, 2023. [PDF]
- Nizar Bousselmi, Julien M. Hendrickx, and François Glineur, "Performance Estimation of First-Order Methods on Quadratic Functions", MTNS2022. [PDF]
Conferences
- ISMP 2024 "Analysis of Optimization Methods via non-convex Performance Estimation" [slides]
- EUROPT 2024 "Analysis of Second-Order Methods via non-convex Performance Estimation" [slides]
- NOPTA 2024 "Worst-Case Analysis of First-Order Optimization Methods involving Linear Operators" [poster]
- Benelux Meeting on Systems and Control 2024 "Second-Order Interpolation Conditions for Univariate Functions with Lipschitz Continuous Hessian, and Application to automated Performance Estimation" [slides, abstract]
- DIPOpt 2023 "Worst-Case Analysis of First-Order Optimization Methods involving Linear Operators" [poster]
- EUROPT2023 "Interpolation Conditions for Linear Operators and Applications to Performance Estimation Problems" [slides]
- PEP talks 2023 "Performance Estimation of First-Order Methods involving Linear Mappings" [slides]
- MTNS 2022 "Performance Estimation of First-Order Optimization Methods on Convex Functions composed with Linear Mappings" [slides, abstract],
- Benelux Meeting on Systems and Control 2022 "Towards Performance Estimation Problems on Quadratic Functions" [slides, abstract]