Efficient Learning of Sparse Conditional Random Fields for Supervised Sequence Labeling.
Nataliya SokolovskaThomas LavergneOlivier CappéFrançois YvonPublished in: IEEE J. Sel. Top. Signal Process. (2010)
Keyphrases
- sequence labeling
- efficient learning
- conditional random fields
- structured prediction
- graphical models
- crf model
- dependency parsing
- hidden markov models
- learning algorithm
- named entity recognition
- probabilistic model
- higher order
- maximum entropy
- membership queries
- information extraction
- random fields
- pairwise
- generative model
- superpixels
- pattern languages
- supervised learning
- artificial intelligence
- discriminative learning
- labeled and unlabeled data
- image segmentation
- computer vision
- approximate inference
- markov random field
- bayesian networks