Diagnosing and Fixing Manifold Overfitting in Deep Generative Models.
Gabriel Loaiza-GanemBrendan Leigh RossJesse C. CresswellAnthony L. CateriniPublished in: Trans. Mach. Learn. Res. (2022)
Keyphrases
- generative model
- probabilistic model
- discriminative learning
- deep belief networks
- mixture model
- cross validation
- conditional random fields
- hierarchical hidden markov models
- maximum entropy principle
- low dimensional
- decision trees
- prior knowledge
- em algorithm
- semi supervised
- topic models
- image set
- deep learning
- high dimensional
- expectation maximization
- discriminative models
- lower dimensional
- hierarchical models