3 papers
cs.LG2026
Turning Time Series into Algebraic Equations: Symbolic Machine Learning for Interpretable Modeling of Chaotic Time Series
Madhurima Panja, Grace Younes, Tanujit Chakraborty
Chaotic time series are notoriously difficult to forecast. Small uncertainties in initial conditions amplify rapidly, while strong nonlinearities and regime dependent variability c…
math.OC2025
Symbolic and Numerical Tools for -Norm Calculation
Grace Younes, Alban Quadrat, Fabrice Rouillier
The computation of the -norm is an important issue in control, particularly for analyzing system stability and robustness. This paper focuses on symbolic co…
cs.SC2023
-norm computation for linear time-invariant systems depending on parameters
Alban Quadrat, Fabrice Rouillier, Grace Younes
This paper focuses on representing the -norm of finite-dimensional linear time-invariant systems with parameter-dependent coefficients. Previous studies tackled the pro…