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Model-based metrics: Sample-efficient estimates of predictive model
  subpopulation performance

Model-based metrics: Sample-efficient estimates of predictive model subpopulation performance

25 April 2021
Andrew C. Miller
Leon A. Gatys
Joseph D. Futoma
E. Fox
ArXivPDFHTML

Papers citing "Model-based metrics: Sample-efficient estimates of predictive model subpopulation performance"

3 / 3 papers shown
Title
A structured regression approach for evaluating model performance across
  intersectional subgroups
A structured regression approach for evaluating model performance across intersectional subgroups
Christine Herlihy
Kimberly Truong
Alexandra Chouldechova
Miroslav Dudik
22
4
0
26 Jan 2024
A comparison of approaches to improve worst-case predictive model
  performance over patient subpopulations
A comparison of approaches to improve worst-case predictive model performance over patient subpopulations
Stephen R. Pfohl
Haoran Zhang
Yizhe Xu
Agata Foryciarz
Marzyeh Ghassemi
N. Shah
OOD
10
22
0
27 Aug 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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