Probabilistic Model Checking for Continuous Time Markov Chains via Sequential Bayesian Inference.
Dimitrios MiliosGuido SanguinettiDavid SchnoerrPublished in: CoRR (2017)
Keyphrases
- bayesian inference
- model checking
- probabilistic model
- continuous time markov chains
- temporal logic
- formal verification
- finite state
- verification method
- symbolic model checking
- prior information
- automated verification
- model checker
- formal specification
- markov processes
- temporal properties
- epistemic logic
- generative model
- transition systems
- bayesian networks
- hyperparameters
- bounded model checking
- formal methods
- latent variables
- hidden variables
- graphical models
- computation tree logic
- timed automata
- conditional probabilities
- non stationary
- maximum likelihood
- numerically stable
- learning algorithm
- alternating time temporal logic