High-Performance Semi-Supervised Learning using Discriminatively Constrained Generative Models.
Gregory DruckAndrew McCallumPublished in: ICML (2010)
Keyphrases
- semi supervised learning
- generative model
- discriminative models
- semi supervised
- discriminative learning
- pairwise constraints
- labeled data
- unlabeled data
- unsupervised learning
- machine learning
- probabilistic model
- supervised learning
- text categorization
- training data
- active learning
- conditional random fields
- pairwise
- prior knowledge
- transfer learning
- parameter learning
- multi view
- mixture model
- co training
- similarity measure
- topic models
- maximum margin
- weakly supervised
- structured prediction
- computer vision
- learning algorithm
- information retrieval