Granular Multilabel Batch Active Learning With Pairwise Label Correlation.
Yuanjian ZhangTianna ZhaoDuoqian MiaoWitold PedryczPublished in: IEEE Trans. Syst. Man Cybern. Syst. (2022)
Keyphrases
- label ranking
- pairwise
- multi label
- active learning
- batch mode
- preference learning
- semi supervised
- multi label classification
- multilabel classification
- instance based learning
- text categorization
- graph cuts
- label space
- probability estimation
- image classification
- multi label learning
- learning algorithm
- multiple labels
- binary classification
- similarity function
- higher order
- class labels
- loss function
- pairwise comparison
- labeled data
- text classification
- multi class
- belief propagation
- markov random field
- supervised learning
- machine learning
- unlabeled data
- convex relaxation
- training examples
- training set
- neural network
- semi supervised learning
- reinforcement learning
- max margin
- label assignment
- inter related
- conditional random fields
- naive bayes
- random walk
- learning process
- similarity measure
- decision trees
- feature selection