No regret sample selection with noisy labels.
Heon SongNariaki MitsuoSeiichi UchidaDaiki SuehiroPublished in: Mach. Learn. (2024)
Keyphrases
- sample selection
- training data
- active learning
- label noise
- online learning
- selection strategy
- training examples
- machine learning
- multi label
- training set
- support vector machine
- lower bound
- learning algorithm
- binary classification
- supervised learning
- semi supervised learning
- generalization error
- confidence bounds
- search space
- data sets
- multimedia
- class labels
- decision trees
- training samples
- labeled data
- knowledge acquisition
- classification accuracy