Sampling of pairs in pairwise likelihood estimation for latent variable models with categorical observed variables.
Ioulia PapageorgiouIrini MoustakiPublished in: Stat. Comput. (2019)
Keyphrases
- latent variables
- latent variable models
- pairwise
- observed variables
- hidden variables
- probabilistic model
- random variables
- higher order
- approximate inference
- real valued
- prior knowledge
- posterior distribution
- markov random field
- similarity measure
- maximum likelihood
- topic models
- gaussian process
- random sampling
- semi supervised
- markov chain monte carlo
- belief propagation
- generative model
- bayesian inference