Construction and evaluation of Bayesian networks with expert-defined latent variables.
Alta de WaalHildegarde KoenJohan Pieter de VilliersHenk RoodtNyalleng MoorosiGregor PavlinPublished in: FUSION (2016)
Keyphrases
- latent variables
- bayesian networks
- probabilistic model
- hidden variables
- random variables
- expert knowledge
- observed variables
- posterior distribution
- exact inference
- latent variable models
- approximate inference
- variational bayes
- graphical models
- observable variables
- hierarchical model
- structured output
- structural svms
- prior knowledge
- real valued
- probabilistic graphical models
- topic models
- conditionally independent
- causal relationships
- conditional probabilities
- factor graphs
- gaussian process
- bayesian inference
- generative model
- incomplete data
- conditional independence