Conditional Random Fields via Univariate Exponential Families.
Eunho YangPradeep RavikumarGenevera I. AllenZhandong LiuPublished in: NIPS (2013)
Keyphrases
- conditional random fields
- exponential family
- graphical models
- probabilistic model
- belief propagation
- approximate inference
- random variables
- mixture model
- maximum likelihood
- log likelihood
- statistical models
- closed form
- generative model
- density estimation
- structured prediction
- maximum entropy
- markov networks
- hidden markov models
- variational methods
- information extraction
- bayesian networks
- probabilistic inference
- order statistics
- markov random field
- hidden variables
- missing values
- higher order
- structure learning
- belief networks
- pairwise
- markov chain monte carlo
- semi supervised