Identifiable Deep Generative Models via Sparse Decoding.
Gemma E. MoranDhanya SridharYixin WangDavid M. BleiPublished in: Trans. Mach. Learn. Res. (2022)
Keyphrases
- generative model
- sparse coding
- probabilistic model
- prior knowledge
- deep belief networks
- hierarchical hidden markov models
- mixture model
- semi supervised
- discriminative learning
- em algorithm
- topic models
- conditional random fields
- discriminative models
- representational power
- hidden variables
- high dimensional
- object categories
- maximum entropy principle
- sparse representation
- expectation maximization
- image processing