An Active Learning Based Classification Strategy for the Minority Class Problem: Application to Histopathology Annotation.
Scott DoyleJames MonacoMichael D. FeldmanJohn TomaszewskiAnant MadabhushiPublished in: BMC Bioinform. (2011)
Keyphrases
- active learning
- class imbalance
- imbalanced data classification
- minority class
- majority class
- cost sensitive learning
- machine learning
- imbalanced class distribution
- decision boundary
- training set
- supervised learning
- imbalanced datasets
- rare class
- learning algorithm
- training examples
- feature selection
- binary classification
- class distribution
- cost sensitive
- imbalanced data
- labeled data
- support vector machine
- imbalanced data sets
- pattern classification
- unlabeled data
- text classification
- semi supervised
- support vector
- classification accuracy
- nearest neighbour
- learning process
- feature extraction
- data sets
- sampling methods
- binary classifiers
- data distribution
- classification algorithm
- decision rules
- support vector machine svm
- training samples
- feature space
- high dimensional