Generative models and Bayesian inversion using Laplace approximation.
Manuel MarschallGerd WübbelerFranko SchmählingClemens ElsterPublished in: Comput. Stat. (2024)
Keyphrases
- generative model
- posterior probability
- expectation propagation
- probabilistic model
- bayesian inference
- bayesian framework
- discriminative learning
- mixture model
- bayesian networks
- semi supervised
- em algorithm
- conditional random fields
- hierarchical hidden markov models
- object categories
- latent dirichlet allocation
- hidden variables
- approximate inference
- prior knowledge
- gaussian process
- generative and discriminative models
- topic models
- latent variables
- discriminative models
- information retrieval
- representational power
- expectation maximization
- maximum entropy principle
- object categorization
- discriminative methods
- language model
- maximum entropy