Challenges in Translating Research to Practice for Evaluating Fairness and Bias in Recommendation Systems-Reference-Cited by-同舟云学术

Challenges in Translating Research to Practice for Evaluating Fairness and Bias in Recommendation Systems

Published:2022-09-18 Issue: Volume: Page:
ISSN:
Container-title:Sixteenth ACM Conference on Recommender Systems
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Author:

Beattie Lex¹,Taber Dan¹,Cramer Henriette¹

Affiliation:

1. Spotify, United States

Publisher

ACM

Reference14 articles.

1. Chloé Bakalar , Renata Barreto , Stevie Bergman , Miranda Bogen , Bobbie Chern , Sam Corbett-Davies , Melissa Hall , Isabel Kloumann , Michelle Lam , Joaquin Quiñonero Candela , 2021. Fairness On The Ground: Applying Algorithmic Fairness Approaches to Production Systems. arXiv preprint abs/2103.06172 ( 2021 ). Chloé Bakalar, Renata Barreto, Stevie Bergman, Miranda Bogen, Bobbie Chern, Sam Corbett-Davies, Melissa Hall, Isabel Kloumann, Michelle Lam, Joaquin Quiñonero Candela, 2021. Fairness On The Ground: Applying Algorithmic Fairness Approaches to Production Systems. arXiv preprint abs/2103.06172 (2021).

2. Solon Barocas Kate Crawford Aaron Shapiro and Hanna Wallach. 2017. The problem with bias: Allocative versus representational harms in machine learning. Solon Barocas Kate Crawford Aaron Shapiro and Hanna Wallach. 2017. The problem with bias: Allocative versus representational harms in machine learning.

3. Sarah Bird , Miro Dudík , Richard Edgar , Brandon Horn , Roman Lutz , Vanessa Milan , Mehrnoosh Sameki , Hanna Wallach , and Kathleen Walker . 2020 . Fairlearn: A toolkit for assessing and improving fairness in AI. Technical Report MSR-TR-2020-32. Microsoft. Sarah Bird, Miro Dudík, Richard Edgar, Brandon Horn, Roman Lutz, Vanessa Milan, Mehrnoosh Sameki, Hanna Wallach, and Kathleen Walker. 2020. Fairlearn: A toolkit for assessing and improving fairness in AI. Technical Report MSR-TR-2020-32. Microsoft.

4. Avriel Epps-Darling , Romain Takeo Bouyer , and Henriette Cramer . 2020 . Artist gender representation in music streaming . In Proceedings of the 21st International Society for Music Information Retrieval Conference (ISMIR 2020). ISMIR. ISMIR, Montréal, Canada, 248–254. Avriel Epps-Darling, Romain Takeo Bouyer, and Henriette Cramer. 2020. Artist gender representation in music streaming. In Proceedings of the 21st International Society for Music Information Retrieval Conference (ISMIR 2020). ISMIR. ISMIR, Montréal, Canada, 248–254.

5. European Parliament . Directorate General for Parliamentary Research Services.2019. A governance framework for algorithmic accountability and transparency . Publications Office , LU. https://data.europa.eu/doi/10.2861/59990 European Parliament. Directorate General for Parliamentary Research Services.2019. A governance framework for algorithmic accountability and transparency.Publications Office, LU. https://data.europa.eu/doi/10.2861/59990

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