Active learning strategy for CNN combining batchwise Dropout and Query-By-Committee.
Melanie DucoffeFrédéric PreciosoPublished in: ESANN (2017)
Keyphrases
- learning strategies
- active learning
- query by committee
- supervised learning
- random sampling
- online learning
- uncertainty sampling
- machine learning
- blended learning
- training set
- learning algorithm
- class imbalance
- combining multiple
- reinforcement learning
- decision trees
- classification accuracy
- generalization error
- sample complexity