69 citations · 138 across the 26 of their papers we have counts for
4 papers · 1 filter
Bilinear residual Neural Network for the identification and forecasting of dynamical systems
Ronan Fablet, Said Ouala, Cedric Herzet
Due to the increasing availability of large-scale observation and simulation datasets, data-driven representations arise as efficient and relevant computation representations of dy…
Joint Screening Tests for LASSO
C. Herzet, A. Drémeau
This paper focusses on "safe" screening techniques for the LASSO problem. Motivated by the need for low-complexity algorithms, we propose a new approach, dubbed "joint" screening t…
Reduced Modeling of Unknown Trajectories
Patrick Héas, Cédric Herzet
This paper deals with model order reduction of parametrical dynamical systems. We consider the specific setup where the distribution of the system's trajectories is unknown but the…
Optimal Low-Rank Dynamic Mode Decomposition
Patrick Héas, Cédric Herzet
Dynamic Mode Decomposition (DMD) has emerged as a powerful tool for analyzing the dynamics of non-linear systems from experimental datasets. Recently, several attempts have extende…