Biased Binary Attribute Classifiers Ignore the Majority Classes.
Xinyi ZhangJohanna Sophie BieriManuel GüntherPublished in: CoRR (2024)
Keyphrases
- binary classifiers
- error correcting output codes
- multi class
- binary classification problems
- class labels
- binary classification
- multi class problems
- support vector
- training data
- single class
- class membership
- trained classifiers
- discriminant functions
- training samples
- high quality
- machine learning algorithms
- classifier combination
- decision trees
- multiclass classification
- binary valued
- binary classification tasks
- ensemble learning
- hyperplane
- classification method
- attribute values
- test set
- feature set
- feature selection
- multi class classification
- multi class svm
- training set
- decision functions
- supervised learning
- decision stumps
- training examples
- classification algorithm
- multiple classifiers
- classification models
- classifier ensemble
- neural network