A comprehensive review of conditional random fields: variants, hybrids and applications.
Bengong YuZhaodi FanPublished in: Artif. Intell. Rev. (2020)
Keyphrases
- conditional random fields
- graphical models
- probabilistic model
- hidden markov models
- markov random field
- higher order
- information extraction
- maximum entropy
- random fields
- generative model
- sequence labeling
- pairwise
- crf model
- semi markov
- structured prediction
- named entity recognition
- superpixels
- image labeling
- protein fold recognition
- web page prediction
- approximate inference
- parameter learning
- loopy belief propagation
- segmentation method
- structured learning
- contextual features
- markov networks
- information retrieval
- energy function
- semi supervised learning
- error correcting output coding