Posterior Collapse and Latent Variable Non-identifiability.
Yixin WangDavid M. BleiJohn P. CunninghamPublished in: CoRR (2023)
Keyphrases
- latent variables
- posterior distribution
- probabilistic model
- gaussian process
- latent variable models
- markov chain monte carlo
- random variables
- prior knowledge
- topic models
- real valued
- causal models
- hidden variables
- hierarchical model
- causal discovery
- probability distribution
- causal relationships
- bayesian framework
- latent space
- gaussian processes
- posterior probability
- data sets
- latent structure
- structured prediction
- dimensionality reduction
- hidden markov models
- pairwise
- machine learning