Certifying the Fairness of KNN in the Presence of Dataset Bias.
Yannan LiJingbo WangChao WangPublished in: CoRR (2023)
Keyphrases
- knn
- k nearest neighbor
- k nearest
- nearest neighbor
- text categorization
- k nearest neighbour
- knn algorithm
- classification algorithm
- similarity search
- support vector machine svm
- distance function
- majority voting
- text classification
- classification method
- neural network
- feature selection
- support vector machine
- knn classifier
- benchmark datasets
- knn classification
- shows significant improvements
- distance measurement
- graph construction
- test instances
- nearest neighbour
- information gain
- range queries
- machine learning