activity
20102023
most citedThe Measure and Mismeasure of Fairness

466 citations · 539 across the 8 of their papers we have counts for

collaborators

9 papers

stat.ME2023

Differences in academic preparedness do not fully explain Black-White enrollment disparities in advanced high school coursework

João M. Souto-Maior, Ravi Shroff

Whether racial disparities in enrollment in advanced high school coursework can be attributed to differences in prior academic preparation is a central question in sociological res…

cs.LG2022★ 8 cited

Causal Conceptions of Fairness and their Consequences

Hamed Nilforoshan, Johann Gaebler, Ravi Shroff +1

Recent work highlights the role of causality in designing equitable decision-making algorithms. It is not immediately clear, however, how existing causal conceptions of fairness re…

stat.ME2020★ 26 cited

A Causal Framework for Observational Studies of Discrimination

Johann Gaebler, William Cai, Guillaume Basse +3

In studies of discrimination, researchers often seek to estimate a causal effect of race or gender on outcomes. For example, in the criminal justice context, one might ask whether…

stat.AP2018★ 16 cited

Mitigating Included- and Omitted-Variable Bias in Estimates of Disparate Impact

Jongbin Jung, Sam Corbett-Davies, Johann D. Gaebler +2

Managers, employers, policymakers, and others often seek to understand whether decisions are biased against certain groups. One popular analytic strategy is to estimate disparities…

cs.CY2018★ 466 cited

The Measure and Mismeasure of Fairness

Sam Corbett-Davies, Johann D. Gaebler, Hamed Nilforoshan +2

The field of fair machine learning aims to ensure that decisions guided by algorithms are equitable. Over the last decade, several formal, mathematical definitions of fairness have…

stat.ME2018★ 14 cited

Algorithmic Decision Making in the Presence of Unmeasured Confounding

Jongbin Jung, Ravi Shroff, Avi Feller +1

On a variety of complex decision-making tasks, from doctors prescribing treatment to judges setting bail, machine learning algorithms have been shown to outperform expert human jud…

stat.AP2017

Simple rules for complex decisions

Jongbin Jung, Connor Concannon, Ravi Shroff +2

From doctors diagnosing patients to judges setting bail, experts often base their decisions on experience and intuition rather than on statistical models. While understandable, rel…

math.CV2012★ 9 cited

CR singular images of generic submanifolds under holomorphic maps

Jiri Lebl, André Minor, Ravi Shroff +2

The purpose of this paper is to organize some results on the local geometry of CR singular real-analytic manifolds that are images of CR manifolds via a CR map that is a diffeomorp…

math.CV2010

Partial Rigidity of CR Embeddings of Real Hypersurfaces into Hyperquadrics with Small Signature Difference

Peter Ebenfelt, Ravi Shroff

We study the rigidity of holomorphic mappings from a neighborhood of a Levi-nondegenerate CR hypersurface with signature into a hyperquadric $Q_{l'}^{N} \subseteq \mathbb{C…