On spike-and-slab priors for Bayesian equation discovery of nonlinear dynamical systems via sparse linear regression.
Rajdip NayekRamón FuentesKeith WordenElizabeth J. CrossPublished in: CoRR (2020)
Keyphrases
- linear regression
- nonlinear dynamical systems
- generalized linear models
- sparse regression
- dynamical systems
- least squares
- prior distribution
- dynamical behavior
- regression methods
- phase space
- ridge regression
- regression problems
- linear regression model
- posterior distribution
- high dimensional
- differential equations
- nonlinear regression
- linear models
- locally weighted
- bayesian framework
- probability distribution
- multivariate regression
- kernel density estimators
- bayesian inference
- maximum a posteriori
- multi object
- numerical solution
- numerical methods
- prior information
- three dimensional