Impact of Batch Size on Stopping Active Learning for Text Classification.
Garrett BeattyEthan KochisMichael BloodgoodPublished in: CoRR (2018)
Keyphrases
- text classification
- batch size
- batch mode
- active learning
- machine learning
- text categorization
- labeled data
- incremental learning
- unlabeled data
- feature selection
- supervised learning
- learning algorithm
- semi supervised
- text mining
- random sampling
- single item
- semi supervised learning
- multi label
- computationally expensive
- poisson process
- production system
- batch processing
- generalization error
- knn
- multi class
- online learning