Co-Validation: Using Model Disagreement on Unlabeled Data to Validate Classification Algorithms.
Omid MadaniDavid M. PennockGary William FlakePublished in: NIPS (2004)
Keyphrases
- classification algorithm
- active learning
- unlabeled data
- semi supervised learning
- learning algorithm
- training set
- probabilistic model
- labeled data
- conditional independence assumption
- instance selection
- learning models
- class labels
- supervised learning
- semi supervised
- data sets
- text classification
- prior knowledge
- supervised learning tasks
- dimensionality reduction
- data points
- class distribution
- co training
- semi supervised classification
- feature space