Single-sample versus case-control sampling scheme for Positive Unlabeled data: the story of two scenarios.
Jan MielniczukAdam WawrzenczykPublished in: CoRR (2023)
Keyphrases
- unlabeled data
- labeled data
- semi supervised learning
- semi supervised
- active learning
- co training
- training data
- training and test sets
- semi supervised classification
- learning algorithm
- labeled and unlabeled data
- supervised learning
- number of labeled examples
- data points
- labeled examples
- labeled training data
- training set
- text classification
- text categorization
- supervised learning algorithms
- real world
- domain adaptation
- small set of labeled
- positive and negative
- class labels
- training examples
- prior knowledge
- transfer learning
- sample selection bias
- pairwise
- data sets
- labeled data for training
- positive examples
- label propagation
- unsupervised learning
- multi view