Combining one-class classifiers for imbalanced classification of breast thermogram features.
Bartosz KrawczykGerald SchaeferMichal WozniakPublished in: CIMI (2013)
Keyphrases
- feature vectors
- class imbalance
- classification accuracy
- classification process
- feature extraction
- feature set
- classification models
- feature space
- extracted features
- svm classifier
- classification method
- mammogram images
- breast cancer diagnosis
- benign and malignant
- decision trees
- feature values
- support vector machine svm
- class labels
- single class
- breast cancer
- textural features
- feature selection algorithms
- feature subset
- benchmark datasets
- support vector
- high dimensionality
- classification algorithm
- eeg signals
- digital mammograms
- supervised learning
- breast tissue
- image features
- feature selection
- classification error
- active learning
- multi class
- imbalanced datasets
- minority class
- intra class
- computer aided diagnosis
- machine learning
- class distribution