The Exact Asymptotic Form of Bayesian Generalization Error in Latent Dirichlet Allocation.
Naoki HayashiPublished in: CoRR (2020)
Keyphrases
- latent dirichlet allocation
- generalization error
- topic models
- topic modeling
- cross validation
- unbiased estimator
- variational inference
- model selection
- generative model
- learning algorithm
- training set
- upper bound
- gibbs sampling
- active learning
- text mining
- lda model
- sample size
- posterior probability
- latent topics
- maximum likelihood
- supervised learning
- maximum margin
- support vector
- training data
- bayesian inference
- probabilistic model