Improving Fairness in Criminal Justice Algorithmic Risk Assessments Using Conformal Prediction Sets

26 August 2020

Papers citing "Improving Fairness in Criminal Justice Algorithmic Risk Assessments Using Conformal Prediction Sets"

8 / 8 papers shown

Title
Nested conformal prediction and quantile out-of-bag ensemble methods Chirag Gupta Arun K. Kuchibhotla Aaditya Ramdas MQ 174 118 0 23 Oct 2019
With Malice Towards None: Assessing Uncertainty via Equalized Coverage Yaniv Romano Rina Foygel Barber C. Sabatti Emmanuel J. Candès UQCV 152 73 0 15 Aug 2019
Prediction and outlier detection in classification problems Leying Guan Robert Tibshirani 78 70 0 10 May 2019
Fairness in Criminal Justice Risk Assessments: The State of the Art R. Berk Hoda Heidari S. Jabbari Michael Kearns Aaron Roth 49 994 0 27 Mar 2017
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 217 4,305 0 07 Oct 2016
Inherent Trade-Offs in the Fair Determination of Risk Scores Jon M. Kleinberg S. Mullainathan Manish Raghavan FaML 114 1,768 0 19 Sep 2016
Certifying and removing disparate impact Michael Feldman Sorelle A. Friedler John Moeller C. Scheidegger Suresh Venkatasubramanian FaML 191 1,984 0 11 Dec 2014
A tutorial on conformal prediction Glenn Shafer V. Vovk 447 1,141 0 21 Jun 2007