Deep Active Learning: A Reality Check.
Edrina GashiJiankang DengIsmail EleziPublished in: CoRR (2024)
Keyphrases
- active learning
- machine learning
- learning strategies
- supervised learning
- learning algorithm
- active learning strategies
- selective sampling
- training set
- labeled data
- unlabeled data
- semi supervised
- semi supervised learning
- online learning
- training examples
- random sampling
- experimental design
- annotation effort
- pool based active learning
- evolutionary algorithm
- learning process
- transfer learning
- cost sensitive
- sample complexity
- bayesian networks
- website
- imbalanced data classification