Σ-Optimality for Active Learning on Gaussian Random Fields.
Yifei MaRoman GarnettJeff G. SchneiderPublished in: NIPS (2013)
Keyphrases
- random fields
- active learning
- random field model
- marginal distributions
- markov random field
- maximum entropy
- non stationary
- conditional random fields
- random field models
- parameter estimation
- markov fields
- semi supervised
- probabilistic model
- gibbs sampler
- optimal solution
- maximum likelihood
- learning algorithm
- graphical models
- autoregressive
- textured images
- machine learning
- learning process
- transfer learning
- labeled data
- upper bound
- hidden markov models
- similarity measure