Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification.
Maliha Tashfia IslamAnna FarihaAlexandra MeliouBabak SalimiPublished in: SIGMOD Conference (2022)
Keyphrases
- data management
- classification accuracy
- automatic classification
- image classification
- feature space
- evaluation method
- feature vectors
- text classification
- pattern classification
- decision rules
- classification scheme
- object classification
- supervised classification
- feature selection
- classification systems
- machine learning
- preprocessing
- pattern recognition
- decision trees
- supervised learning
- support vector machine svm
- benchmark datasets
- support vector machine
- cross validation
- light field
- evaluation model
- classification process
- evaluation criteria
- svm classifier
- data integration
- unsupervised learning
- model selection
- data warehouse
- training set
- feature extraction