Accelerated training of max-margin Markov networks with kernels.
Xinhua ZhangAnkan SahaS. V. N. VishwanathanPublished in: Theor. Comput. Sci. (2014)
Keyphrases
- markov networks
- max margin
- structured prediction
- maximum margin
- graphical models
- maximum likelihood
- first order logic
- belief propagation
- bayesian inference
- conditional random fields
- bayesian networks
- probabilistic model
- posterior probability
- markov random field
- hidden variables
- feature space
- document classification
- structure learning
- conditional probabilities
- inductive logic programming
- support vector
- multiple kernel learning
- pairwise
- efficient learning
- maximum entropy discrimination
- kernel methods
- stereo matching
- kernel function
- training examples
- higher order
- multi class
- support vector machine
- active learning
- training set