fairlib: A Unified Framework for Assessing and Improving Classification Fairness.
Xudong HanAili ShenYitong LiLea FrermannTimothy BaldwinTrevor CohnPublished in: CoRR (2022)
Keyphrases
- pattern recognition
- classification systems
- classification method
- classification accuracy
- image classification
- classification scheme
- classification process
- object classification
- feature selection
- decision trees
- feature vectors
- automatic classification
- support vector machine svm
- benchmark datasets
- correct classification
- benchmark data sets
- classification algorithm
- machine learning methods
- pattern classification
- support vector machine
- training set
- association rules
- support vector
- learning vector quantization
- classification rate
- accuracy rate
- document classification
- real time
- automated classification
- classification models
- decision rules
- cross validation
- model selection
- text classification
- feature set
- rough sets
- supervised learning
- pairwise
- similarity measure
- case study
- machine learning