Learning Theory for Dynamical Systems.
Tyrus BerrySuddhasattwa DasPublished in: SIAM J. Appl. Dyn. Syst. (2023)
Keyphrases
- dynamical systems
- learning theory
- computational learning theory
- differential equations
- dynamic systems
- state space
- theoretical computer science
- qualitative simulation
- pac learning
- predictive state representations
- dynamical behavior
- agent environment
- phase space
- generalization bounds
- concept class
- nonlinear dynamics
- partially observable markov decision processes
- concept classes
- reproducing kernel hilbert space
- automata theory
- machine learning