Accelerated Training of Maximum Margin Markov Models for Sequence Labeling: A Case Study of NP Chunking.
Xiaofeng YuWai LamPublished in: COLING (Posters) (2010)
Keyphrases
- sequence labeling
- structured prediction
- maximum margin
- markov models
- conditional random fields
- markov model
- markov networks
- support vector
- discriminative learning
- named entity recognition
- hyperplane
- higher order
- maximum entropy
- hidden markov models
- learning algorithm
- pattern classification
- graphical models
- multiple kernel learning
- probabilistic model
- high order
- information extraction
- latent variables
- approximate inference
- supervised learning
- training set
- bayesian networks