How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models.
Ahmed M. AlaaBoris van BreugelEvgeny SavelievMihaela van der SchaarPublished in: CoRR (2021)
Keyphrases
- synthetic data
- generative model
- probabilistic model
- mixture model
- discriminative learning
- real image data
- data sets
- semi supervised
- conditional random fields
- object categories
- representational power
- em algorithm
- maximum entropy principle
- hierarchical hidden markov models
- hidden variables
- higher level
- prior knowledge
- topic models
- real world
- discriminative models
- synthetic datasets
- discriminative methods
- bayesian networks
- generative and discriminative models