ST-CoNAL: Consistency-Based Acquisition Criterion Using Temporal Self-Ensemble for Active Learning.
Jae Soon BaikIn Young YoonJun Won ChoiPublished in: CoRR (2022)
Keyphrases
- active learning
- temporal consistency
- pool based active learning
- learning algorithm
- spatio temporal
- training set
- temporal constraints
- temporal reasoning
- feature selection
- ensemble learning
- spatial and temporal
- experimental design
- semi supervised
- consistency checking
- temporal patterns
- temporal information
- random sampling
- space time
- neural network
- temporal data
- constraint networks
- machine learning
- query by committee
- random forest
- training examples
- semi supervised learning
- generalization error
- ensemble methods
- data acquisition
- transfer learning
- temporal databases
- selection criterion
- temporal relations
- path consistency
- learning strategies
- optimization criterion
- learning environment
- imbalanced data classification