FairEd: A Systematic Fairness Analysis Approach Applied in a Higher Educational Context-Reference-Cited by-同舟云学术

FairEd: A Systematic Fairness Analysis Approach Applied in a Higher Educational Context

Published:2022-03-21 Issue: Volume: Page:
ISSN:
Container-title:LAK22: 12th International Learning Analytics and Knowledge Conference
language:
Short-container-title:

Author:

Vasquez Verdugo Jonathan¹,Gitiaux Xavier²,Ortega Cesar³,Rangwala Huzefa⁴

Affiliation:

1. Computer Science, George Mason University, United States and Ingenieria en Informacion y Control de Gestion, Universidad de Valparaiso, Chile

2. Computer Science, George Mason University, United States

3. Facultad de Economia y Negocios, Universidad de Chile, Chile

4. George Mason University, United States

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3506860.3506902

Reference70 articles.

1. Auditing black-box models for indirect influence

2. Alekh Agarwal Alina Beygelzimer Miroslav Dudík John Langford and Hanna Wallach. 2018. A reductions approach to fair classification. arXiv preprint arXiv:1803.02453(2018). Alekh Agarwal Alina Beygelzimer Miroslav Dudík John Langford and Hanna Wallach. 2018. A reductions approach to fair classification. arXiv preprint arXiv:1803.02453(2018).

3. Lovenoor Aulck , Dev Nambi , Nishant Velagapudi , Joshua Blumenstock , and Jevin West . 2019. Mining University Registrar Records to Predict First-Year Undergraduate Attrition . International Educational Data Mining Society ( 2019 ). Lovenoor Aulck, Dev Nambi, Nishant Velagapudi, Joshua Blumenstock, and Jevin West. 2019. Mining University Registrar Records to Predict First-Year Undergraduate Attrition.International Educational Data Mining Society (2019).

4. Ryan S. Baker and Aaron Hawn . 2021 . lgorithmic Bias in Education. EdArXiv ( 2021). Ryan S. Baker and Aaron Hawn. 2021. lgorithmic Bias in Education. EdArXiv (2021).

5. John P Bean . 1980. Dropouts and turnover: The synthesis and test of a causal model of student attrition. Research in higher education 12, 2 ( 1980 ), 155–187. John P Bean. 1980. Dropouts and turnover: The synthesis and test of a causal model of student attrition. Research in higher education 12, 2 (1980), 155–187.

Cited by 4 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. The landscape of data and AI documentation approaches in the European policy context;Ethics and Information Technology;2023-10-28

2. Moral Machines or Tyranny of the Majority? A Systematic Review on Predictive Bias in Education;LAK23: 13th International Learning Analytics and Knowledge Conference;2023-03-13

3. Fairness, Trust, Transparency, Equity, and Responsibility in Learning Analytics;Journal of Learning Analytics;2023-03-12

4. A Review of Clustering Models in Educational Data Science Toward Fairness-Aware Learning;Educational Data Science: Essentials, Approaches, and Tendencies;2023