Error estimation for surrogate models of dynamical systems using machine learning.
Sumeet TrehanKevin CarlbergLouis J. DurlofskyPublished in: CoRR (2017)
Keyphrases
- dynamical systems
- error estimation
- machine learning
- model selection
- error estimates
- support vector machine
- dynamic systems
- state space
- differential equations
- nonlinear dynamical systems
- cross validation
- generalization error
- phase space
- control theory
- linear systems
- machine learning algorithms
- dynamical behavior
- learning algorithm
- qualitative simulation
- data mining
- learning tasks
- predictive state representations
- decision trees
- dynamical models
- nonlinear dynamics
- feature selection
- agent environment
- supervised learning
- image processing
- support vector
- discrete dynamical systems
- qualitative differential equations