Inferring Parsimonious Coupling Statistics in Nonlinear Dynamics with Variational Gaussian Processes

Ameer Ghouse, Gaetano Valenza

Falsification is the basis for testing existing hypotheses, and a great danger is posed when results incorrectly reject our prior notions (false positives). Though nonparametric an…