Model-based and actual independence for fairness-aware classification.
Toshihiro KamishimaShotaro AkahoHideki AsohJun SakumaPublished in: Data Min. Knowl. Discov. (2018)
Keyphrases
- pattern recognition
- classification scheme
- automatic classification
- machine learning
- feature selection
- pattern classification
- data sets
- object classification
- machine learning methods
- classification accuracy
- classification method
- classification algorithm
- neural network
- classification systems
- decision rules
- support vector machine svm
- image classification
- support vector machine
- feature vectors
- feature extraction
- training samples
- text classification
- machine learning algorithms
- cross validation
- recognition rate
- artificial neural networks
- benchmark data sets
- training set
- decision trees
- genetic algorithm