Score the Algebra, Not the Span: Dimension Reduction for Transfer Operator Models of Dynamical Systems
Dimension reduction for dynamical systems is standard practice, and the standard route is spectral: model the transfer (Koopman) operator by its leading modes. We show that on systems assembled from several weakly interacting components --- a structure common in physical and biological settings --- this may either requ...