Deep Active Learning by Leveraging Training Dynamics.
Haonan WangWei HuangAndrew MargenotHanghang TongJingrui HePublished in: CoRR (2021)
Keyphrases
- active learning
- training examples
- training set
- annotation effort
- batch mode
- supervised learning
- online learning
- sample selection
- recurrent networks
- deep architectures
- training process
- selective sampling
- random sampling
- dynamic model
- learning process
- training algorithm
- imbalanced data classification
- data sets
- dynamical systems
- unlabeled data
- semi supervised
- social networks
- serious games
- deep learning
- labeled data
- relevance feedback
- training data
- learning algorithm
- information retrieval