GALAXY: Graph-based Active Learning at the Extreme.
Jifan ZhangJulian Katz-SamuelsRobert D. NowakPublished in: CoRR (2022)
Keyphrases
- active learning
- semi supervised
- learning strategies
- random sampling
- machine learning
- training set
- graph model
- active learning strategies
- labeled data
- label propagation
- generalization error
- sample selection
- semi supervised learning
- learning algorithm
- learning process
- annotation effort
- training examples
- graph theoretic
- selective sampling
- batch mode active learning
- pool based active learning
- imbalanced data classification
- data sets
- unlabeled data
- online learning
- social networks
- cost sensitive
- unlabeled instances
- crowd sourced
- genetic algorithm
- neural network
- real time
- music emotion classification