Semi-supervised learning with extremely sparse labeled data on multiple semi-supervised assumptions.
Lisong ChenHuanhuan ChenKe TangPublished in: SoCPaR (2011)
Keyphrases
- semi supervised learning
- labeled data
- semi supervised
- unlabeled data
- semi supervised classification
- supervised learning
- semi supervised learning methods
- active learning
- labeled and unlabeled data
- co training
- labeled training data
- labeled examples
- domain adaptation
- abundant unlabeled data
- class labels
- partially labeled
- transfer learning
- unsupervised learning
- semi supervised learning algorithms
- training data
- text classification
- label propagation
- semi supervised clustering
- unlabeled examples
- pairwise
- multiple instance learning
- prior knowledge
- labeled samples
- learning algorithm
- supervised methods
- training examples
- number of labeled examples
- low rank
- data points
- label information
- pairwise constraints
- positive examples
- data mining
- multi view
- knowledge discovery
- unlabeled instances
- object recognition
- machine learning