Generative Models with Information-Theoretic Protection Against Membership Inference Attacks.
Parisa HassanzadehRobert E. TillmanPublished in: CoRR (2022)
Keyphrases
- information theoretic
- generative model
- information theory
- mutual information
- probabilistic model
- semi supervised
- mixture model
- conditional random fields
- discriminative models
- posterior probability
- em algorithm
- log likelihood
- bayesian framework
- discriminative learning
- prior knowledge
- information theoretic measures
- latent dirichlet allocation
- generative and discriminative models
- object categories
- hidden variables
- hierarchical hidden markov models
- sparse coding
- bayesian networks
- conditional probabilities
- topic models
- unlabeled data
- expectation maximization
- learning algorithm
- data mining