Generalized Expectation Criteria for Semi-Supervised Learning of Conditional Random Fields.
Gideon S. MannAndrew McCallumPublished in: ACL (2008)
Keyphrases
- semi supervised learning
- conditional random fields
- semi supervised
- unlabeled data
- discriminative models
- probabilistic model
- information extraction
- supervised learning
- graphical models
- hidden markov models
- pairwise
- labeled data
- unsupervised learning
- machine learning
- label propagation
- markov random field
- higher order
- generative model
- training data
- named entity recognition
- learning problems
- learning models
- co training
- parameter learning
- segmentation method
- structured prediction
- active learning
- semantic segmentation
- feature selection
- multiple kernel learning
- information retrieval
- text classification
- labeled and unlabeled data
- transfer learning
- image processing
- feature extraction
- training set
- support vector machine