BayesFlow can reliably detect Model Misspecification and Posterior Errors in Amortized Bayesian Inference.
Marvin SchmittPaul-Christian BürknerUllrich KötheStefan T. RadevPublished in: CoRR (2021)
Keyphrases
- bayesian inference
- probabilistic model
- markov chain monte carlo
- hyperparameters
- prior information
- posterior distribution
- bayesian model
- statistical inference
- gaussian process
- variational inference
- gibbs sampler
- variational bayes
- detection algorithm
- weighted model counting
- hierarchical bayesian
- bayesian framework
- worst case
- search tree
- hidden variables
- posterior probability
- probabilistic modeling
- particle filter
- expectation propagation
- graphical models
- stereo matching
- prior distribution
- em algorithm
- markov chain
- variational approximation