Conditional Random Fields and Support Vector Machines: A Hybrid Approach
Qinfeng ShiMark D. ReidTibério S. CaetanoPublished in: CoRR (2010)
Keyphrases
- conditional random fields
- support vector
- learning machines
- large margin classifiers
- hidden markov models
- graphical models
- markov random field
- random fields
- sequence labeling
- information extraction
- higher order
- maximum entropy
- crf model
- probabilistic model
- pairwise
- named entity recognition
- image labeling
- kernel function
- generative model
- cross validation
- structured learning
- classification accuracy
- approximate inference
- multi class
- structured prediction
- loss function
- parameter learning
- svm classifier
- support vector machine
- binary classification
- segmentation method
- multi class classification
- image processing
- protein fold recognition
- maximum margin
- web page prediction