Active Learning via Membership Query Synthesis for Semi-Supervised Sentence Classification.
Raphael SchumannInes RehbeinPublished in: CoNLL (2019)
Keyphrases
- semi supervised
- active learning
- supervised learning
- semi supervised classification
- semi supervised learning
- labeled and unlabeled data
- classification accuracy
- labeled data
- unlabeled data
- co training
- selective sampling
- training set
- relevance feedback
- unsupervised learning
- incremental learning
- machine learning
- text classification
- database
- image classification
- response time
- pairwise
- query processing
- feature selection
- decision trees
- support vector
- pairwise constraints
- labeled examples
- user queries
- keywords
- support vector machine
- batch mode active learning
- sentence retrieval
- metric learning
- class labels
- feature vectors
- multi class
- cost sensitive
- random sampling
- class imbalance
- similarity measure
- training examples
- label information
- feature extraction
- natural language
- multi view