Statistically Valid Variational Bayes Algorithm for Ising Model Parameter Estimation.
Minwoo KimShrijita BhattacharyaTapabrata MaitiPublished in: J. Comput. Graph. Stat. (2024)
Keyphrases
- parameter estimation
- em algorithm
- expectation maximization
- markov random field
- maximum likelihood
- parameter estimation algorithm
- parameter values
- least squares
- posterior distribution
- variational bayes
- markov chain monte carlo
- probabilistic model
- statistical models
- hyperparameters
- log likelihood
- parameter estimates
- random fields
- model selection
- energy function
- similarity measure
- incomplete data
- closed form
- probability distribution
- posterior probability
- prior information
- gaussian mixture model
- latent variables
- probability density function
- generative model
- approximate inference
- bayesian framework
- bayesian learning