Training Conditional Random Fields with Multivariate Evaluation Measures.
Jun SuzukiErik McDermottHideki IsozakiPublished in: ACL (2006)
Keyphrases
- conditional random fields
- evaluation measures
- structured prediction
- precision and recall
- information extraction
- graphical models
- hidden markov models
- probabilistic model
- error correcting output coding
- learning to rank
- sequence labeling
- crf model
- higher order
- markov random field
- named entity recognition
- pairwise
- web page prediction
- generative model
- retrieval systems
- training set
- information retrieval
- markov networks
- benchmark datasets
- supervised learning
- ranked list
- segmentation method
- prediction accuracy
- graph cuts
- language model
- weighted sums
- multi class
- search engine