Differentiable Likelihoods for Fast Inversion of 'Likelihood-Free' Dynamical Systems.
Hans KerstingNicholas KrämerMartin SchieggChristian DanielMichael TiemannPhilipp HennigPublished in: ICML (2020)
Keyphrases
- dynamical systems
- maximum likelihood
- likelihood function
- differential equations
- posterior probability
- state space
- nonlinear dynamical systems
- dynamic systems
- qualitative simulation
- linear systems
- phase space
- control theory
- bayesian networks
- dynamical models
- partially observable
- markov chain
- agent environment
- discrete dynamical systems
- machine learning
- predictive state representations