2 papers
cs.CY2023
Bias in Evaluation Processes: An Optimization-Based Model
L. Elisa Celis, Amit Kumar, Anay Mehrotra +1
Biases with respect to socially-salient attributes of individuals have been well documented in evaluation processes used in settings such as admissions and hiring. We view such an…
cs.LG2023
Maximizing Submodular Functions for Recommendation in the Presence of Biases
Anay Mehrotra, Nisheeth K. Vishnoi
Subset selection tasks, arise in recommendation systems and search engines and ask to select a subset of items that maximize the value for the user. The values of subsets often dis…