ALPS: Active Learning via Perturbations.
Dani KiyassehTingting ZhuDavid A. CliftonPublished in: CoRR (2020)
Keyphrases
- active learning
- machine learning
- random sampling
- selective sampling
- learning strategies
- training examples
- semi supervised
- online learning
- training set
- imbalanced data classification
- batch mode
- pool based active learning
- labeled data
- unlabeled data
- learning algorithm
- supervised learning
- experimental design
- sample selection
- relevance feedback
- active learning strategies
- music emotion classification
- batch mode active learning
- neural network
- crowd sourced
- generalization error
- knowledge base
- information systems
- information retrieval
- real world