Impact of Batch Size on Stopping Active Learning for Text Classification.
Garrett BeattyEthan KochisMichael BloodgoodPublished in: ICSC (2018)
Keyphrases
- text classification
- batch size
- batch mode
- active learning
- labeled data
- incremental learning
- machine learning
- unlabeled data
- learning algorithm
- semi supervised
- single item
- batch processing
- poisson process
- text mining
- feature selection
- naive bayes
- knn
- multi label
- computationally expensive
- text categorization
- semi supervised learning
- supervised learning
- reinforcement learning
- random sampling
- multiple instance learning
- pairwise