Efficient Approximations for the Marginal Likelihood of Bayesian Networks with Hidden Variables.
David Maxwell ChickeringDavid HeckermanPublished in: Mach. Learn. (1997)
Keyphrases
- hidden variables
- bayesian networks
- marginal likelihood
- exponential family
- probabilistic model
- em algorithm
- latent variables
- bayesian inference
- markov networks
- generative model
- hyperparameters
- incomplete data
- graphical models
- closed form
- model selection
- structure learning
- expectation maximization
- conditional probabilities
- co occurrence
- expectation propagation
- support vector