Margin Losses for Training Conditional Random Fields.
Ehsan AhmadiZohreh AzimifarPublished in: J. Math. Imaging Vis. (2016)
Keyphrases
- conditional random fields
- structured prediction
- supervised training
- sequence labeling
- training set
- maximum margin
- hidden markov models
- restricted boltzmann machine
- information extraction
- crf model
- error correcting output coding
- random fields
- image labeling
- graphical models
- higher order
- probabilistic model
- generative model
- structured learning
- markov random field
- web page prediction
- named entity recognition
- pairwise
- maximum entropy
- semi markov
- weighted sums
- conditional likelihood
- support vector
- training samples
- multi class
- supervised learning
- approximate inference
- protein fold recognition
- active learning
- prior knowledge
- training process
- image processing