Bias and Generalization in Deep Generative Models: An Empirical Study.
Shengjia ZhaoHongyu RenArianna YuanJiaming SongNoah D. GoodmanStefano ErmonPublished in: NeurIPS (2018)
Keyphrases
- generative model
- probabilistic model
- representational power
- discriminative models
- discriminative learning
- mixture model
- em algorithm
- prior knowledge
- generative and discriminative models
- deep belief networks
- hierarchical hidden markov models
- object categories
- expectation maximization
- topic models
- semi supervised
- deep learning
- hierarchical models
- semi supervised learning
- hidden variables
- maximum likelihood
- maximum entropy principle
- image classification
- graphical models
- similarity measure