3 papers
physics.soc-ph2025
Using covariance of node states to design early warning signals for network dynamics
Shilong Yu, Neil G. MacLaren, Naoki Masuda
Real-life systems often experience regime shifts. An early warning signal (EWS) is a quantity that attempts to anticipate such a regime shift. Because complex systems of practical…
physics.soc-ph2024
Applicability of spatial early warning signals to complex network dynamics
Neil G. MacLaren, Kazuyuki Aihara, Naoki Masuda
Early warning signals (EWSs) for complex dynamical systems aim to anticipate tipping points before they occur. While signals computed from time series data, such as temporal varian…
physics.soc-ph2024
Observing network dynamics through sentinel nodes
Neil G. MacLaren, Baruch Barzel, Naoki Masuda
A fundamental premise of statistical physics is that the particles in a physical system are interchangeable, and hence the state of each specific component is representative of the…