Combining MixMatch and Active Learning for Better Accuracy with Fewer Labels.
Shuang SongDavid BerthelotAfshin RostamizadehPublished in: CoRR (2019)
Keyphrases
- active learning
- annotation effort
- labeling effort
- random selection
- training set
- training examples
- training data
- high accuracy
- labeled instances
- semi supervised
- prediction accuracy
- computational cost
- fully supervised
- labeled data
- pairwise
- label noise
- error rate
- selective sampling
- computational efficiency
- learning strategies
- computational complexity