Efficient Bayesian inference for exponential random graph models by correcting the pseudo-posterior distribution.
Lampros BouranisNial FrielFlorian MairePublished in: Soc. Networks (2017)
Keyphrases
- bayesian inference
- posterior distribution
- hyperparameters
- gibbs sampler
- prior distribution
- bayesian model
- variational bayes
- variational inference
- markov chain monte carlo
- probabilistic model
- expectation propagation
- prior information
- probability distribution
- gaussian process
- latent variables
- bayesian framework
- random graph models
- cross validation
- parameter estimation
- variational approximation
- bayesian methods
- generative model
- particle filter