Access to Unlabeled Data can Speed up Prediction Time.
Ruth UrnerShai Shalev-ShwartzShai Ben-DavidPublished in: ICML (2011)
Keyphrases
- unlabeled data
- labeled data
- semi supervised learning
- semi supervised
- active learning
- co training
- supervised learning
- prediction accuracy
- text classification
- training data
- labeled and unlabeled data
- semi supervised classification
- learning algorithm
- training set
- labeled training data
- text categorization
- labeled examples
- number of labeled examples
- data points
- small set of labeled
- class labels
- domain adaptation
- training examples
- unsupervised learning
- supervised learning algorithms
- multi view learning
- neural network
- prior knowledge
- positive examples
- small number
- decision boundary
- transfer learning
- label propagation
- natural language
- decision trees
- unlabeled instances
- machine learning
- supervised and semi supervised
- data sets
- labeled data for training