Margin-Based Active Learning for Structured Output Spaces.
Dan RothKevin SmallPublished in: ECML (2006)
Keyphrases
- structured output
- active learning
- discriminative learning
- generalization error
- maximum margin
- unlabeled data
- multiclass classification
- multi class
- structured prediction
- latent variables
- conditional random fields
- learning algorithm
- labeled data
- semi supervised
- support vector machine
- generative model
- supervised learning
- machine learning
- word alignment
- cost sensitive
- training examples
- training set
- random variables
- latent space
- weakly supervised
- markov networks
- class imbalance
- higher order
- boosting algorithms
- learning process
- pairwise constraints
- pairwise
- object categories
- model selection