2 papers
cs.DS2020
Fair Clustering with Multiple Colors
Matteo Böhm, Adriano Fazzone, Stefano Leonardi +1
A fair clustering instance is given a data set in which every point is assigned some color. Colors correspond to various protected attributes such as sex, ethnicity, or age. A…
cs.DS2019
Principal Fairness: Removing Bias via Projections
Aris Anagnostopoulos, Luca Becchetti, Adriano Fazzone +2
Reducing hidden bias in the data and ensuring fairness in algorithmic data analysis has recently received significant attention. We complement several recent papers in this line of…