PAC-Bayes Generalisation Bounds for Dynamical Systems Including Stable RNNs.
Deividas EringisJohn LethZheng-Hua TanRafal WisniewskiMihály PetreczkyPublished in: CoRR (2023)
Keyphrases
- dynamical systems
- pac bayes
- risk bounds
- recurrent neural networks
- generalization bounds
- data dependent
- linear classifiers
- state space
- nonlinear dynamical systems
- learning theory
- statistical learning theory
- predictive state representations
- vc dimension
- ranking algorithm
- empirical risk minimization
- model selection
- multi class