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A structured regression approach for evaluating model performance across
  intersectional subgroups

A structured regression approach for evaluating model performance across intersectional subgroups

26 January 2024
Christine Herlihy
Kimberly Truong
Alexandra Chouldechova
Miroslav Dudik
ArXivPDFHTML

Papers citing "A structured regression approach for evaluating model performance across intersectional subgroups"

5 / 5 papers shown
Title
Intersectional Divergence: Measuring Fairness in Regression
Intersectional Divergence: Measuring Fairness in Regression
Joe Germino
Nuno Moniz
Nitesh V. Chawla
FaML
53
0
0
01 May 2025
SureMap: Simultaneous Mean Estimation for Single-Task and Multi-Task
  Disaggregated Evaluation
SureMap: Simultaneous Mean Estimation for Single-Task and Multi-Task Disaggregated Evaluation
M. Khodak
Lester W. Mackey
Alexandra Chouldechova
Miroslav Dudik
29
0
0
14 Nov 2024
Precise Model Benchmarking with Only a Few Observations
Precise Model Benchmarking with Only a Few Observations
Riccardo Fogliato
Pratik Patil
Nil-Jana Akpinar
Mathew Monfort
14
0
0
07 Oct 2024
Model-based metrics: Sample-efficient estimates of predictive model
  subpopulation performance
Model-based metrics: Sample-efficient estimates of predictive model subpopulation performance
Andrew C. Miller
Leon A. Gatys
Joseph D. Futoma
E. Fox
15
8
0
25 Apr 2021
Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data
  and Bayesian Inference
Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data and Bayesian Inference
Disi Ji
Padhraic Smyth
M. Steyvers
34
43
0
19 Oct 2020
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