Unbiased Bayesian inference for population Markov jump processes via random truncations.
Anastasis GeorgoulasJane HillstonGuido SanguinettiPublished in: Stat. Comput. (2017)
Keyphrases
- bayesian inference
- markov chain
- probabilistic model
- prior information
- hyperparameters
- initial population
- bayesian model
- statistical inference
- weighted model counting
- inference process
- hidden variables
- markov networks
- variational bayes
- bayesian models
- gibbs sampler
- particle filter
- markov chain monte carlo
- probabilistic modeling
- feature selection
- graphical models
- state space
- hierarchical bayesian
- variational approximation
- prior knowledge