A Likelihood Approach to Nonparametric Estimation of a Singular Distribution Using Deep Generative Models.
Minwoo ChaeDongha KimYongdai KimLizhen LinPublished in: J. Mach. Learn. Res. (2023)
Keyphrases
- generative model
- nonparametric estimation
- posterior probability
- probabilistic model
- discriminative learning
- bayesian framework
- discriminative models
- conditional random fields
- em algorithm
- semi supervised
- mixture model
- probability density function
- maximum likelihood
- hierarchical hidden markov models
- probability density
- expectation maximization
- deep belief networks
- object categories
- probability distribution
- prior knowledge
- object recognition
- generative and discriminative models
- representational power
- discriminative methods
- topic models
- learning algorithm
- semi supervised learning
- hidden markov models
- decision trees
- image processing