Broadening the Scope: Evaluating the Potential of Recommender Systems beyond prioritizing Accuracy

Author:

Paparella Vincenzo1ORCID,Di Palma Dario1ORCID,Anelli Vito Walter1ORCID,Di Noia Tommaso1ORCID

Affiliation:

1. Department of Electrical and Information Engineering, Politecnico di Bari, Italy

Publisher

ACM

Reference32 articles.

1. Himan Abdollahpouri , Robin Burke , and Bamshad Mobasher . 2019 . Managing Popularity Bias in Recommender Systems with Personalized Re-Ranking . In Proceedings of the Thirty-Second International Florida Artificial Intelligence Research Society Conference , Sarasota, Florida, USA , May 19-22 2019, Roman Barták and Keith W. Brawner (Eds.). AAAI Press, 413–418. https://aaai.org/ocs/index.php/FLAIRS/FLAIRS19/paper/view/18199 Himan Abdollahpouri, Robin Burke, and Bamshad Mobasher. 2019. Managing Popularity Bias in Recommender Systems with Personalized Re-Ranking. In Proceedings of the Thirty-Second International Florida Artificial Intelligence Research Society Conference, Sarasota, Florida, USA, May 19-22 2019, Roman Barták and Keith W. Brawner (Eds.). AAAI Press, 413–418. https://aaai.org/ocs/index.php/FLAIRS/FLAIRS19/paper/view/18199

2. Elliot: A Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation

3. Top-N Recommendation Algorithms: A Quest for the State-of-the-Art

4. Reenvisioning the comparison between Neural Collaborative Filtering and Matrix Factorization

5. Vito Walter Anelli , Yashar Deldjoo , Tommaso Di Noia , Daniele Malitesta , Vincenzo Paparella , and Claudio Pomo . 2023 . Auditing Consumer- and Producer-Fairness in Graph Collaborative Filtering. In Advances in Information Retrieval - 45th European Conference on Information Retrieval , ECIR 2023, Dublin, Ireland, April 2-6, 2023, Proceedings, Part I(Lecture Notes in Computer Science, Vol. 13980) , Jaap Kamps, Lorraine Goeuriot, Fabio Crestani, Maria Maistro, Hideo Joho, Brian Davis, Cathal Gurrin, Udo Kruschwitz, and Annalina Caputo (Eds.). Springer, 33–48. https://doi.org/10.1007/978-3-031-28244-7_3 10.1007/978-3-031-28244-7_3 Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Daniele Malitesta, Vincenzo Paparella, and Claudio Pomo. 2023. Auditing Consumer- and Producer-Fairness in Graph Collaborative Filtering. In Advances in Information Retrieval - 45th European Conference on Information Retrieval, ECIR 2023, Dublin, Ireland, April 2-6, 2023, Proceedings, Part I(Lecture Notes in Computer Science, Vol. 13980), Jaap Kamps, Lorraine Goeuriot, Fabio Crestani, Maria Maistro, Hideo Joho, Brian Davis, Cathal Gurrin, Udo Kruschwitz, and Annalina Caputo (Eds.). Springer, 33–48. https://doi.org/10.1007/978-3-031-28244-7_3

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