The Gaussian equivalence of generative models for learning with shallow neural networks.
Sebastian GoldtBruno LoureiroGalen ReevesFlorent KrzakalaMarc MézardLenka ZdeborováPublished in: MSML (2021)
Keyphrases
- generative model
- neural network
- discriminative learning
- prior knowledge
- learning algorithm
- boltzmann machine
- hidden variables
- probabilistic model
- expectation maximization
- unsupervised learning
- deep belief networks
- learned models
- object categorization
- learning rules
- mixture model
- text classification
- active learning
- learning process
- discriminative models
- discriminative methods
- latent variables
- parameter learning
- weakly supervised
- maximum entropy
- bayesian networks
- machine learning