Addressing the unmet need for visualizing conditional random fields in biological data.
William C. RaySamuel L. WolockNicholas W. CallahanMin DongQ. Quinn LiChun LiangThomas J. MaglieryChristopher W. BartlettPublished in: BMC Bioinform. (2014)
Keyphrases
- biological data
- conditional random fields
- high throughput
- data analysis
- probabilistic model
- statistical methods
- hidden markov models
- generative model
- sequence labeling
- graphical models
- markov random field
- information extraction
- higher order
- knowledge discovery
- data integration
- crf model
- data sources
- microarray data
- segmentation method
- data mining
- web page prediction
- natural language processing
- information retrieval
- machine learning algorithms
- statistical analysis
- unsupervised learning
- high speed
- pairwise
- training data