Accelerating Diversity Sampling for Deep Active Learning By Low-Dimensional Representations.
Sandra GilhuberMax BerrendorfYunpu MaThomas SeidlPublished in: IAL@PKDD/ECML (2022)
Keyphrases
- active learning
- random sampling
- sampling strategies
- active sampling
- sample selection
- selective sampling
- stratified sampling
- sampling algorithm
- machine learning
- semi supervised
- deep learning
- learning algorithm
- training examples
- learning strategies
- semi supervised learning
- training set
- sampling strategy
- batch mode active learning
- imbalanced class distribution
- imbalanced data classification
- genetic algorithm
- generalization error
- monte carlo
- supervised learning
- batch mode
- sampling methods
- active learning strategies
- exploration exploitation
- bootstrap sampling
- training data