Tien-Long Nguyen

Generalizing Fair Clustering to Multiple Groups: Algorithms and Applications

Clustering is a fundamental task in machine learning and data analysis, but it frequently fails to provide fair representation for various marginalized communities defined by multiple protected attributes -- a shortcoming often caused by biases in the training data. As a result, there is a growing n