Data-driven inference of Hopf normal form representations from oscillatory time series

Shinsuke Koyama, Ryota Kobayashi

We introduce a data-driven framework that maps noisy oscillatory time series directly onto the Hopf normal form, enabling inference of underlying dynamics without knowledge of gove…