Closed-Form Entropy Limits - A Tool to Monitor Likelihood Optimization of Probabilistic Generative Models.
Jörg LückeMarc HennigesPublished in: AISTATS (2012)
Keyphrases
- generative model
- closed form
- posterior probability
- probabilistic model
- likelihood function
- log likelihood
- em algorithm
- bayesian framework
- discriminative models
- maximum likelihood
- mixture model
- prior knowledge
- maximum entropy principle
- latent dirichlet allocation
- conditional random fields
- discriminative learning
- expectation maximization
- closed form solutions
- topic models
- object categories
- graphical models
- higher order
- exponential family
- bayesian inference
- hidden variables
- semi supervised
- bayesian networks
- generative and discriminative models
- variational inference
- language model
- object recognition