Bidirectional Active Learning: A Two-Way Exploration Into Unlabeled and Labeled Data Set.
Xiaoyu ZhangShupeng WangXiao-chun YunPublished in: IEEE Trans. Neural Networks Learn. Syst. (2015)
Keyphrases
- active learning
- training set
- data sets
- labeled examples
- unlabeled examples
- supervised learning
- training data
- exploration exploitation
- unlabeled data
- labeling effort
- active exploration
- unlabeled instances
- labeled data
- training examples
- semi supervised learning
- unlabeled training data
- semi supervised
- random sampling
- learning algorithm
- selective sampling
- learning strategies
- labeled instances
- labeled training set
- benchmark data sets
- unsupervised learning
- pool based active learning
- machine learning
- decision trees
- test data
- learning process
- class labels
- database
- experimental design
- sample selection
- query by committee
- real world
- unlabeled documents
- multiple instance learning
- cost sensitive
- labeled and unlabeled data
- co training