Classification of Small Datasets: Why Using Class-Based Weighting Measures?
Flavien BouillotPascal PonceletMathieu RochePublished in: ISMIS (2014)
Keyphrases
- class labels
- uci repository
- pattern recognition
- uci machine learning repository
- imbalanced datasets
- multi class classification
- classification scheme
- classification accuracy
- automatic classification
- class specific
- classification method
- support vector machine
- binary classification problems
- multiclass classification
- support vector machine svm
- benchmark datasets
- supervised learning
- support vector
- classification models
- pattern classification
- classification trees
- preprocessing
- multi class
- feature space
- binary and multi class
- associative classifiers
- training set
- training dataset
- statistical tests
- decision trees
- classification algorithm
- small number
- feature weights
- weighting schemes
- classification rules
- weighting scheme
- text classification
- image classification
- similarity measure
- feature extraction