Fair Mixed Effects Support Vector Machine: Addressing Bias and Heterogeneity in Predictive Modeling

A novel Fair Mixed Effects Support Vector Machine (FMESVM) algorithm that simultaneously addresses disparate impact and heterogeneity in data, overcoming the limitations of existing methods.