Covariance-Based Rational Approximations of Fractional SPDEs for Computationally Efficient Bayesian Inference.
David BolinAlexandre B. SimasZhen XiongPublished in: J. Comput. Graph. Stat. (2024)
Keyphrases
- bayesian inference
- computationally efficient
- expectation propagation
- probabilistic model
- hyperparameters
- variational bayes
- prior information
- variational inference
- variational approximation
- statistical inference
- bayesian model
- probabilistic modeling
- covariance matrix
- hierarchical bayesian
- gibbs sampler
- markov chain monte carlo
- hidden variables
- weighted model counting
- bayesian models
- prior distribution
- markov networks
- least squares