Graphical models for multivariate Markov chains.
Roberto ColombiSabrina GiordanoPublished in: J. Multivar. Anal. (2012)
Keyphrases
- graphical models
- markov chain
- belief propagation
- probabilistic model
- random variables
- probabilistic graphical models
- probabilistic inference
- random walk
- state space
- markov model
- approximate inference
- monte carlo
- transition probabilities
- structure learning
- bayesian networks
- markov networks
- conditional random fields
- exact inference
- markov processes
- belief networks
- regression model
- stochastic process
- message passing
- importance sampling
- conditional independence
- learning algorithm
- latent variables
- probabilistic automata