Bayesian and regularization approaches to multivariable linear system identification: the role of rank penalties

Giulia Prando, Alessandro Chiuso, Gianluigi Pillonetto

Recent developments in linear system identification have proposed the use of non-parameteric methods, relying on regularization strategies, to handle the so-called bias/variance tr…