Sangini Singh

Gender Bias Detection and Mitigation in Income Prediction Using Machine Learning

Algorithmic bias in machine learning systems is a major concern when predictive models are used in highstakes settings, including income prediction, hiring, healthcare, and resource allocation. This paper presents an empirical study of gender bias in six classification models Logistic Regression, Random Forest, Decisio...