Faster Rates for training Max-Margin Markov Networks
Xinhua ZhangAnkan SahaS. V. N. VishwanathanPublished in: CoRR (2010)
Keyphrases
- markov networks
- max margin
- structured prediction
- graphical models
- maximum margin
- maximum likelihood
- first order logic
- belief propagation
- bayesian networks
- posterior probability
- conditional random fields
- bayesian inference
- probabilistic model
- markov random field
- hidden variables
- document classification
- inductive logic programming
- supervised learning
- multi class
- maximum entropy discrimination
- training samples
- conditional probabilities
- structure learning
- training examples
- web documents
- machine learning
- text categorization
- generative model
- higher order
- information extraction
- knowledge representation
- training set
- decision trees