2 papers
cs.LG2025
SpaceTime: Causal Discovery from Non-Stationary Time Series
Sarah Mameche, Lénaïg Cornanguer, Urmi Ninad +1
Understanding causality is challenging and often complicated by changing causal relationships over time and across environments. Climate patterns, for example, shift over time with…
cs.AI2023
Persistence-Based Discretization for Learning Discrete Event Systems from Time Series
Lénaïg Cornanguer, Christine Largouët, Laurence Rozé +1
To get a good understanding of a dynamical system, it is convenient to have an interpretable and versatile model of it. Timed discrete event systems are a kind of model that respon…