3 papers
cs.LG2026
Discovering equations from data: symbolic regression in dynamical systems
Beatriz R. Brum, Luiza Lober, Isolde Previdelli +1
The process of discovering equations from data lies at the heart of physics and in many other areas of research, including mathematical ecology and epidemiology. Recently, machine…
cs.LG2025
Neural networks for dengue forecasting: a systematic review
Luiza Lober, Francisco A. Rodrigues, Kirstin Roster
Background: Early forecasts of dengue are an important tool for disease mitigation. Neural networks are powerful predictive models that have made contributions to many areas of pub…
nlin.CD2025
Parameter Inference in Non-linear Dynamical Systems via Recurrence Plots and Convolutional Neural Networks
L. Lober, M. S. Palmero, F. A. Rodrigues
Inferring control parameters in non-linear dynamical systems is an important task in analysing general dynamical behaviours, particularly in the presence of inherently deterministi…