Active Learning with Rationales for Text Classification.
Manali SharmaDi ZhuangMustafa BilgicPublished in: HLT-NAACL (2015)
Keyphrases
- text classification
- active learning
- machine learning
- labeled data
- feature selection
- unlabeled data
- text categorization
- bag of words
- transfer learning
- naive bayes
- text mining
- document classification
- n gram
- text classification tasks
- semi supervised
- selective sampling
- text documents
- learning strategies
- training examples
- knn
- training set
- imbalanced data classification
- semi supervised learning
- random sampling
- batch mode
- learning algorithm
- multi label
- sentiment analysis
- supervised learning
- text classifiers
- information retrieval
- data cleaning
- text data
- semantic features
- sample selection
- crowd sourced
- active learning strategies
- labeled and unlabeled data
- experimental design
- training documents
- data points
- pool based active learning
- classification accuracy
- music emotion classification