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abstract

FATREC Workshop on Responsible Recommendation

Published: 27 August 2017 Publication History

Abstract

The first Workshop on Responsible Recommendation (FATREC) was held in conjunction with the 11th ACM Conference on Recommender Systems in August, 2017 in Como, Italy. This full-day workshop brought together researchers and practitioners to discuss several topics under the banner of social responsibility in recommender systems: fairness, accountability, transparency, privacy, and other ethical and social concerns.

References

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Cynthia Dwork, Moritz Hardt, Toniann Pitassi, Omer Reingold, and Richard Zemel. 2012. Fairness Through Awareness. In Proceedings of the 3rd Innovations in Theoretical Computer Science Conference (ITCS '12). ACM, New York, NY, USA, 214--226.
[2]
Michael D. Ekstrand and Martijn C. Willemsen. 2016. Behaviorism is Not Enough: Better Recommendations Through Listening to Users. In Proceedings of the 10th ACM Conference on Recommender Systems (RecSys '16). ACM, New York, NY, USA, 221--224.
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Michael Feldman, Sorelle A. Friedler, John Moeller, Carlos Scheidegger, and Suresh Venkatasubramanian. 2015. Certifying and Removing Disparate Impact. In Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM, 259--268.
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Daniel M. Fleder and Kartik Hosanagar. 2009. Blockbuster Culture's Next Rise or Fall: The Impact of Recommender Systems on Sales Diversity. Manage. Sci. 55, 5 (May 2009), 697--712.
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Aniko Hannak, Claudia Wagner, David Garcia, Markus Strohmaier, and Christo Wilson. 2016. Bias in Online Freelance Marketplaces: Evidence from TaskRabbit. In Proceedings of the Workshop on Data and Algorithm Transparency. http://datworkshop.org/papers/dat16-final22.pdf
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Rishabh Mehrotra, Ashton Anderson, Fernando Diaz, Amit Sharma, Hanna Wallach, and Emine Yilmaz. 2017. Auditing Search Engines for Differential Satisfaction Across Demographics. In Proceedings of the 26th International Conference on World Wide Web Companion (WWW '17 Companion). International World Wide Web Conferences Steering Committee, Republic and Canton of Geneva, Switzerland, 626--633.
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Eli Pariser. 2011. The Filter Bubble: How the New Personalized Web Is Changing What We Read and How We Think. Penguin.
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N. Ramakrishnan, B. J. Keller, B. J. Mirza, A. Y. Grama, and G. Karypis. 2001. Privacy risks in recommender systems. Internet Computing, IEEE 5, 6 (2001), 54--63.
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N. Tintarev and J. Masthoff. 2007. A Survey of Explanations in Recommender Systems. In IEEE ICDE Workshop. IEEE Computer Society, 801--810.
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Cited By

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  • (2024)FAccTRec 2024: The 7th Workshop on Responsible RecommendationProceedings of the 18th ACM Conference on Recommender Systems10.1145/3640457.3687111(1200-1201)Online publication date: 8-Oct-2024
  • (2024)In-processing and post-processing strategies for balancing accuracy and sustainability in product recommendationsElectronic Commerce Research and Applications10.1016/j.elerap.2024.10143367(101433)Online publication date: Sep-2024
  • (2023)FAccTRec 2023: The 6th Workshop on Responsible RecommendationProceedings of the 17th ACM Conference on Recommender Systems10.1145/3604915.3608761(1267-1268)Online publication date: 14-Sep-2023
  • Show More Cited By

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Published In

cover image ACM Conferences
RecSys '17: Proceedings of the Eleventh ACM Conference on Recommender Systems
August 2017
466 pages
ISBN:9781450346528
DOI:10.1145/3109859
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 27 August 2017

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Author Tags

  1. ethics
  2. fairness
  3. recommender systems
  4. transparency

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RecSys '17
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RecSys '17 Paper Acceptance Rate 26 of 125 submissions, 21%;
Overall Acceptance Rate 254 of 1,295 submissions, 20%

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Cited By

View all
  • (2024)FAccTRec 2024: The 7th Workshop on Responsible RecommendationProceedings of the 18th ACM Conference on Recommender Systems10.1145/3640457.3687111(1200-1201)Online publication date: 8-Oct-2024
  • (2024)In-processing and post-processing strategies for balancing accuracy and sustainability in product recommendationsElectronic Commerce Research and Applications10.1016/j.elerap.2024.10143367(101433)Online publication date: Sep-2024
  • (2023)FAccTRec 2023: The 6th Workshop on Responsible RecommendationProceedings of the 17th ACM Conference on Recommender Systems10.1145/3604915.3608761(1267-1268)Online publication date: 14-Sep-2023
  • (2022)FAccTRec 2022: The 5th Workshop on Responsible RecommendationProceedings of the 16th ACM Conference on Recommender Systems10.1145/3523227.3547419(686-687)Online publication date: 12-Sep-2022
  • (2021)FAccTRec 2021: The 4th Workshop on Responsible RecommendationProceedings of the 15th ACM Conference on Recommender Systems10.1145/3460231.3470932(778-779)Online publication date: 13-Sep-2021
  • (2019)Fairness and Discrimination in Retrieval and RecommendationProceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/3331184.3331380(1403-1404)Online publication date: 18-Jul-2019
  • (2019)Quantifying the Impact of User Attentionon Fair Group Representation in Ranked ListsCompanion Proceedings of The 2019 World Wide Web Conference10.1145/3308560.3317595(553-562)Online publication date: 13-May-2019
  • (2019)Recommendation in multistakeholder environmentsProceedings of the 13th ACM Conference on Recommender Systems10.1145/3298689.3346973(566-567)Online publication date: 10-Sep-2019
  • (2019)Fairness and discrimination in recommendation and retrievalProceedings of the 13th ACM Conference on Recommender Systems10.1145/3298689.3346964(576-577)Online publication date: 10-Sep-2019
  • (2018)2nd FATREC workshopProceedings of the 12th ACM Conference on Recommender Systems10.1145/3240323.3240335(516-516)Online publication date: 27-Sep-2018

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