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Robust Design and Evaluation of Predictive Algorithms under Unobserved
  Confounding

Robust Design and Evaluation of Predictive Algorithms under Unobserved Confounding

19 December 2022
Ashesh Rambachan
Amanda Coston
Edward H. Kennedy
ArXivPDFHTML

Papers citing "Robust Design and Evaluation of Predictive Algorithms under Unobserved Confounding"

4 / 4 papers shown
Title
Predictive Performance Comparison of Decision Policies Under Confounding
Predictive Performance Comparison of Decision Policies Under Confounding
Luke M. Guerdan
Amanda Coston
Kenneth Holstein
Zhiwei Steven Wu
OffRL
34
0
0
01 Apr 2024
Counterfactual Prediction Under Outcome Measurement Error
Counterfactual Prediction Under Outcome Measurement Error
Luke M. Guerdan
Amanda Coston
Kenneth Holstein
Zhiwei Steven Wu
26
15
0
22 Feb 2023
A Validity Perspective on Evaluating the Justified Use of Data-driven
  Decision-making Algorithms
A Validity Perspective on Evaluating the Justified Use of Data-driven Decision-making Algorithms
Amanda Coston
Anna Kawakami
Haiyi Zhu
Kenneth Holstein
Hoda Heidari
49
34
0
30 Jun 2022
Fair prediction with disparate impact: A study of bias in recidivism
  prediction instruments
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments
Alexandra Chouldechova
FaML
207
2,087
0
24 Oct 2016
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