Early Stopping is Nonparametric Variational Inference.
Dougal MaclaurinDavid DuvenaudRyan P. AdamsPublished in: CoRR (2015)
Keyphrases
- variational inference
- early stopping
- bayesian inference
- topic models
- probabilistic graphical models
- posterior distribution
- latent dirichlet allocation
- mixture model
- probabilistic model
- variational methods
- gaussian process
- closed form
- exponential family
- density estimation
- support vector machine
- graphical models
- approximate inference
- active learning
- latent variables
- conditional random fields
- prior information
- unsupervised learning
- text classification
- supervised learning