activity
20122024
most citedA statistical framework for fair predictive algorithms

58 citations · 164 across the 18 of their papers we have counts for

collaborators
Showing 2022Show all

7 papers · 1 filter

cs.SI2022★ 1 cited

County-level Algorithmic Audit of Racial Bias in Twitter's Home Timeline

Luca Belli, Kyra Yee, Uthaipon Tantipongpipat +3

We report on the outcome of an audit of Twitter's Home Timeline ranking system. The goal of the audit was to determine if authors from some racial groups experience systematically…

cs.IR2022★ 2 cited

Random Isn't Always Fair: Candidate Set Imbalance and Exposure Inequality in Recommender Systems

Amanda Bower, Kristian Lum, Tomo Lazovich +2

Traditionally, recommender systems operate by returning a user a set of items, ranked in order of estimated relevance to that user. In recent years, methods relying on stochastic o…

stat.ME2022★ 31 cited

De-biasing "bias" measurement

Kristian Lum, Yunfeng Zhang, Amanda Bower

When a model's performance differs across socially or culturally relevant groups--like race, gender, or the intersections of many such groups--it is often called "biased." While mu…

cs.CY2022★ 1 cited

Measuring and mitigating voting access disparities: a study of race and polling locations in Florida and North Carolina

Mohsen Abbasi, Suresh Venkatasubramanian, Sorelle A. Friedler +2

Voter suppression and associated racial disparities in access to voting are long-standing civil rights concerns in the United States. Barriers to voting have taken many forms over…

stat.AP2022

Characterizing patterns in police stops by race in Minneapolis from 2016-2021

Tuviere Onookome-Okome, Jonah Gorondensky, Eric Rose +3

The murder of George Floyd centered Minneapolis, Minnesota, in conversations on racial injustice in the US. We leverage open data from the Minneapolis Police Department to analyze…

cs.CY2022★ 10 cited

Flipping the Script on Criminal Justice Risk Assessment: An actuarial model for assessing the risk the federal sentencing system poses to defendants

Mikaela Meyer, Aaron Horowitz, Erica Marshall +1

In the criminal justice system, algorithmic risk assessment instruments are used to predict the risk a defendant poses to society; examples include the risk of recidivating or the…