Generative models improve fairness of medical classifiers under distribution shifts.
Ira KtenaOlivia WilesIsabela AlbuquerqueSylvestre-Alvise RebuffiRyutaro TannoAbhijit Guha RoyShekoofeh AziziDanielle BelgravePushmeet KohliAlan KarthikesalingamA. Taylan CemgilSven GowalPublished in: CoRR (2023)
Keyphrases
- generative model
- probabilistic model
- training data
- discriminative learning
- hierarchical hidden markov models
- prior knowledge
- mixture model
- support vector
- representational power
- object categories
- conditional random fields
- em algorithm
- discriminative models
- semi supervised
- computer vision
- information retrieval
- graphical models
- pairwise
- naive bayes models