Training structural SVMs when exact inference is intractable.
Thomas FinleyThorsten JoachimsPublished in: ICML (2008)
Keyphrases
- exact inference
- structural svms
- latent variables
- variational approximation
- approximate inference
- structured prediction
- probabilistic graphical models
- probabilistic model
- graphical models
- bayesian networks
- random variables
- belief networks
- probabilistic inference
- conditional random fields
- elastic net
- gaussian process
- dynamic bayesian networks
- approximation algorithms
- belief propagation
- variational inference
- undirected graphical models
- topic models
- maximum margin
- conditional probabilities
- variational methods
- neural network