Auditing the Imputation Effect on Fairness of Predictive Analytics in
Higher Education

Auditing the Imputation Effect on Fairness of Predictive Analytics in Higher Education

13 September 2021

Parian Haghighat

Denisa Gándara

Papers citing "Auditing the Imputation Effect on Fairness of Predictive Analytics in Higher Education"

16 / 16 papers shown

Title
Under the Radar -- Auditing Fairness in ML for Humanitarian Mapping L. Kondmann Xiao Xiang Zhu 60 7 0 04 Aug 2021
Ethics-Based Auditing to Develop Trustworthy AI Jakob Mokander Luciano Floridi 26 125 0 30 Apr 2021
OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning Hantian Zhang Xu Chu Abolfazl Asudeh S. Navathe FaML VLM 58 45 0 13 Mar 2021
Algorithmic Fairness in Education René F. Kizilcec Hansol Lee FaML 58 124 0 10 Jul 2020
Algorithmic Fairness Dana Pessach E. Shmueli FaML 55 390 0 21 Jan 2020
Fair Active Learning Hadis Anahideh Abolfazl Asudeh Saravanan Thirumuruganathan FaML 73 53 0 06 Jan 2020
The Impact of Data Preparation on the Fairness of Software Systems Inês Valentim Nuno Lourenço Nuno Antunes 24 25 0 05 Oct 2019
Avoiding Resentment Via Monotonic Fairness G. W. Cole Sinead Williamson FaML 94 7 0 03 Sep 2019
Improving fairness in machine learning systems: What do industry practitioners need? Kenneth Holstein Jennifer Wortman Vaughan Hal Daumé Miroslav Dudík Hanna M. Wallach FaML HAI 245 760 0 13 Dec 2018
Fairness Through Causal Awareness: Learning Latent-Variable Models for Biased Data David Madras Elliot Creager T. Pitassi R. Zemel FaML 56 133 0 07 Sep 2018
Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector Decision-Making Michael Veale Max Van Kleek Reuben Binns 51 421 0 03 Feb 2018
Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness Michael Kearns Seth Neel Aaron Roth Zhiwei Steven Wu FaML 192 777 0 14 Nov 2017
On Fairness and Calibration Geoff Pleiss Manish Raghavan Felix Wu Jon M. Kleinberg Kilian Q. Weinberger FaML 193 878 0 06 Sep 2017
Counterfactual Fairness Matt J. Kusner Joshua R. Loftus Chris Russell Ricardo M. A. Silva FaML 215 1,577 0 20 Mar 2017
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 222 4,307 0 07 Oct 2016
Certifying and removing disparate impact Michael Feldman Sorelle A. Friedler John Moeller C. Scheidegger Suresh Venkatasubramanian FaML 194 1,986 0 11 Dec 2014

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