2 papers
cs.LG2022
Impact Of Missing Data Imputation On The Fairness And Accuracy Of Graph Node Classifiers
Haris Mansoor, Sarwan Ali, Shafiq Alam +3
Analysis of the fairness of machine learning (ML) algorithms recently attracted many researchers' interest. Most ML methods show bias toward protected groups, which limits the appl…
cs.LG2019
Efficient Data Analytics on Augmented Similarity Triplets
Sarwan Ali, Muhammad Ahmad, Umair ul Hassan +3
Data analysis require a pairwise proximity measure over objects. Recent work has extended this to situations where the distance information between objects is given as comparison r…