One Configuration to Rule Them All? Towards Hyperparameter Transfer in Topic Models using Multi-Objective Bayesian Optimization.
Silvia TerragniIsmail HarrandoPasquale LisenaRaphaël TroncyElisabetta FersiniPublished in: CoRR (2022)
Keyphrases
- topic models
- multi objective
- topic modeling
- latent dirichlet allocation
- gaussian processes
- latent variables
- evolutionary algorithm
- variational inference
- latent topics
- probabilistic model
- text documents
- text mining
- gaussian process
- gibbs sampling
- co occurrence
- latent topic models
- bayesian networks
- association rules
- generative model
- objective function
- posterior distribution
- maximum likelihood
- relevance model
- pairwise
- genetic algorithm
- bayesian inference
- probabilistic topic models
- author topic model