2 papers
math.DS2026
Learning effective models from network dynamics data with multiple initial conditions using weak form SINDy
Moyi Tian, Daniel A. Messenger, Vanja Dukic +2
Social systems consist of networks of individuals who influence one another through social interactions. Studying how processes evolve on these networks can help us better understa…
physics.data-an2025
Influence of initial conditions on data-driven model identification and information entropy for ideal mhd problems
Gina Vasey, Daniel Messenger, David Bortz +2
Data-driven methods of model identification are able to discern governing dynamics of a system from data. Such methods are well suited to help us learn about systems with unpredict…