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cs.CY2021★ 1 cited
Auditing the Imputation Effect on Fairness of Predictive Analytics in Higher Education
Hadis Anahideh, Parian Haghighat, Nazanin Nezami +1
Colleges and universities use predictive analytics in a variety of ways to increase student success rates. Despite the potential for predictive analytics, two major barriers exist…
cs.LG2021★ 2 cited
Finding Representative Group Fairness Metrics Using Correlation Estimations
Hadis Anahideh, Nazanin Nezami, Abolfazl Asudeh
It is of critical importance to be aware of the historical discrimination embedded in the data and to consider a fairness measure to reduce bias throughout the predictive modeling…