Fair for All: Best-effort Fairness Guarantees for Classification.
Anilesh K. KrishnaswamyZhihao JiangKangning WangYu ChengKamesh MunagalaPublished in: CoRR (2020)
Keyphrases
- automatic classification
- machine learning
- text classification
- pattern classification
- document classification
- classification accuracy
- pattern recognition
- decision rules
- support vector machine svm
- image classification
- data sets
- decision trees
- classification method
- classification algorithm
- model selection
- classification scheme
- support vector machine
- training set
- feature space
- feature extraction
- real time
- feature set
- naive bayes
- benchmark datasets
- svm classifier
- support vector
- classification models
- face recognition
- feature selection
- object classification
- supervised classification
- classification systems