Deep Generative Models through the Lens of the Manifold Hypothesis: A Survey and New Connections.
Gabriel Loaiza-GanemBrendan Leigh RossRasa HosseinzadehAnthony L. CateriniJesse C. CresswellPublished in: CoRR (2024)
Keyphrases
- generative model
- probabilistic model
- discriminative learning
- deep belief networks
- semi supervised
- mixture model
- discriminative models
- conditional random fields
- prior knowledge
- em algorithm
- hierarchical hidden markov models
- object categories
- image processing
- generative and discriminative models
- face recognition
- maximum entropy principle
- high dimensional
- topic models
- semi supervised learning
- low dimensional
- conditional probabilities
- expectation maximization
- pairwise
- object recognition
- representational power
- probability distribution
- discriminative methods
- labeled data