Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification.
Maliha Tashfia IslamAnna FarihaAlexandra MeliouPublished in: CoRR (2021)
Keyphrases
- data management
- classification accuracy
- pattern recognition
- classification systems
- automatic classification
- decision trees
- feature extraction
- pattern classification
- feature space
- text classification
- image classification
- supervised learning
- machine learning
- support vector
- support vector machine
- supervised classification
- object classification
- classification scheme
- evaluation method
- benchmark datasets
- support vector machine svm
- database management systems
- machine learning algorithms
- training samples
- class labels
- classification method
- machine learning methods
- data sets
- evaluation metrics
- feature selection
- preprocessing
- mobile computing
- training set
- feature vectors
- active learning