Fair for All: Best-effort Fairness Guarantees for Classification.
Anilesh Kollagunta KrishnaswamyZhihao JiangKangning WangYu ChengKamesh MunagalaPublished in: AISTATS (2021)
Keyphrases
- classification systems
- decision trees
- machine learning
- automatic classification
- pattern recognition
- feature space
- object classification
- preprocessing
- feature vectors
- classification method
- image classification
- decision rules
- class labels
- unsupervised learning
- data sets
- document classification
- pattern classification
- benchmark datasets
- model selection
- text classification
- support vector machine
- classification accuracy
- object recognition
- support vector
- feature selection
- training samples
- image processing
- cross validation
- breast cancer
- classification models
- learning algorithm