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Report on the 3rd Workshop on the Perspectives on the Evaluation of Recommender Systems (PERSPECTIVES 2023) at RecSys 2023

Published: 22 January 2024 Publication History

Abstract

Evaluation is a central step when developing, optimizing, and deploying recommender systems. The PERSPECTIVES 2023 workshop, held as part of the 17th ACM Conference on Recommender Systems (RecSys 2023), served as a forum where researchers from both academia and industry critically reflected on the evaluation of recommender systems. The goal of the PERSPECTIVES workshop series is to capture the current state of evaluation from different perspectives and discuss the different targets that recommender systems evaluation should strive for. In the third edition of the workshop, we discussed problems and lessons learned, and aimed to move the discourse forward within the community.
Date: 19 September 2023.
Website: https://perspectives-ws.github.io/2023/.

References

[1]
Ghazaleh Haratinezhad Torbati, Anna Tigunova, and Gerhard Weikum. Unveiling challenging cases in text-based recommender systems. In Said et al. [2023b]. URL https://ceur-ws.org/Vol-3476/paper5.pdf.
[2]
Olivier Jeunen. A common misassumption in online experiments with machine learning models. In Said et al. [2023b]. URL https://ceur-ws.org/Vol-3476/abstract1.pdf.
[3]
Marta Moscati, Yashar Deldjoo, Giulio Davide Carparelli, and Markus Schedl. Multiobjective hyperparameter optimization of recommender systems. In Said et al. [2023b]. URL https://ceur-ws.org/Vol-3476/paper3.pdf.
[4]
Alan Said, Eva Zangerle, and Christine Bauer. Third workshop: perspectives on the evaluation of recommender systems (PERSPECTIVES 2023). In 17th ACM Conference on Recommender Systems, RecSys '23, pages 1221--1222, New York, NY, USA, 2023a. ACM.
[5]
Alan Said, Eva Zangerle, and Christine Bauer, editors. Proceedings of the Perspectives on the Evaluation of Recommender Systems Workshop 2023, volume 3476 of CEUR Workshop Proceedings, Aachen, Germany, 2023b. CEUR-WS.org. URL https://ceur-ws.org/Vol-3476/.
[6]
Andra-Georgiana Sav, Andrew M. Demetriou, and Cynthia C. S. Liem. Annotation practices in societally impactful machine learning applications: What are popular recommender systems models actually trained on? In Said et al. [2023b]. URL https://ceur-ws.org/Vol-3476/paper1.pdf.
[7]
Mete Sertkan, Sophia Althammer, Sebastian Hofstätter, Peter Knees, and Julia Neidhardt. Exploring effect-size-based meta-analysis for multi-dataset evaluation. In Said et al. [2023b]. URL https://ceur-ws.org/Vol-3476/paper2.pdf.
[8]
Lukas Wegmeth, Tobias Vente, Lennart Purucker, and Joeran Beel. The effect of random seeds for data splitting on recommendation accuracy. In Said et al. [2023b]. URL https://ceur-ws.org/Vol-3476/paper4.pdf.
[9]
Eva Zangerle, Christine Bauer, and Alan Said. Perspectives on the evaluation of recommender systems (PERSPECTIVES). In 15th ACM Conference on Recommender Systems, RecSys '21, pages 794--795, New York, NY, USA, 2021. ACM.
[10]
Eva Zangerle, Christine Bauer, and Alan Said. Report on the 1st workshop on the perspectives on the evaluation of recommender systems (PERSPECTIVES 2021) at recsys 2021. ACM SIGIR Forum, 55(2), mar 2022a.
[11]
Eva Zangerle, Christine Bauer, and Alan Said. Second workshop: Perspectives on the evaluation of recommender systems (PERSPECTIVES 2022). In 16th ACM Conference on Recommender Systems, RecSys '22, pages 652--653, New York, NY, USA, 2022b. ACM.
[12]
Eva Zangerle, Christine Bauer, and Alan Said. Report on the 2nd workshop on the perspectives on the evaluation of recommender systems (PERSPECTIVES 2022) at recsys 2022. ACM SIGIR Forum, 56(2), 2023.

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              cover image ACM SIGIR Forum
              ACM SIGIR Forum  Volume 57, Issue 2
              December 2023
              230 pages
              ISSN:0163-5840
              DOI:10.1145/3642979
              Issue’s Table of Contents
              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: 22 January 2024
              Published in SIGIR Volume 57, Issue 2

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