Statistical Mechanics Approach to Dynamical System Identification

The author employs a statistical mechanical approach to analyze sparse equation discovery algorithms, balancing data fit and parsimony through Bayesian inference. The method, Z-SINDy, offers insights into the complexity-fitness balance in extreme data and noise limits.