Fairness and Explanations in Group Recommender Systems. Towards Trustworthiness and transparency

Project Information

FIDELITY

Grant agreement ID: 101106164

DOI

10.3030/101106164

Project closed

EC signature date 17 July 2023

Start date 1 May 2024

End date 30 April 2026

Funded under

• Marie Skłodowska-Curie Actions (MSCA)

Total cost

No data

EU contribution

€ 181 152,96

Coordinated by

UNIVERSIDAD DE JAEN
Spain

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Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Documents, reports (1)

Communication, Dissemination & Exploitation Plan

The Plan describes the planned measures to maximise the impact of the project, including the dissemination and exploitation measures that are planned, and the target group(s) addressed. Regarding communication measures and public engagement strategy, the aim is to inform and reach out to society and show the activities performed, and the use and the benefits the project will have for citizens.

Data Management Plan (1)

Data Management Plan

The Data Management Plan describes the data management life cycle for all data sets that will be collected, processed or generated by the action. It is a document describing what data will be collected, processed or generated and following what methodology and standards, whether and how this data will be shared and/or made open, and how it will be curated and preserved.

Publications

Conference proceedings (6)

Characterizing provider fairness in content-based e-service intelligent recommendation

Author(s): Yera Toledo, Raciel; Dutta, Bapi; Martínez, Francisco J.; Martinez, Luis
Published in: 2025
Publisher: Springer
DOI: 10.5281/ZENODO.16589286

A Novel Approach for Measuring Demographic Parity Fairness in Group Recommendation

Author(s): R. Yera, M. J. Barranco, L. Martínez
Published in: Intelligent Management of Data and Information in Decision Making, 2024
Publisher: WORLD SCIENTIFIC
DOI: 10.1142/9789811294631_0025

Post-hoc recommendation explanations in e-learning: An empirical study using fuzzy tools

Author(s): Remadnia, Ouahiba; Yera, Raciel; Rodríguez, Rosa María; Faiz, Maazouzi
Published in: 2025
Publisher: Springer
DOI: 10.5281/ZENODO.17819451

LORE4GroupRS: Explaining Group Recommendations Supported by a Local Rule-Based Approach

Author(s): Raciel Yera, Luis Martínez
Published in: Lecture Notes in Computer Science, Intelligent Data Engineering and Automated Learning – IDEAL 2024, 2024
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-77738-7_25

GREX: A platform for supporting explanations in group recommender systems

Author(s): Toledo, Mateus; Yera Toledo, Raciel; Barranco, Manuel José; Dutta, Bapi
Published in: 2025
Publisher: Springer
DOI: 10.5281/ZENODO.17819669

With Friends Like These, Who Needs Explanations? Evaluating User Understanding of Group Recommendations

Author(s): Cedric Waterschoot, Raciel Yera Toledo, Nava Tintarev, Francesco Barile
Published in: Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization, 2025
Publisher: ACM
DOI: 10.1145/3699682.3728345

Peer reviewed articles (1)

Group recommender systems for tourism: Current state and future directions

Author(s): Raciel Yera, Edianny Carballo-Cruz, Juan Carlos Maroto-Martos
Published in: Intelligent Decision Technologies, Issue 19, 2025, ISSN 1872-4981
Publisher: SAGE Publications
DOI: 10.1177/18724981251335098

Book chapters (1)

Using Shapley Additive Explanations for supporting individual and group recommendation: survey and new perspectives

Author(s): Yera Toledo, Raciel; Dutta, Bapi; Martínez, Luis
Published in: 2025
Publisher: Springer
DOI: 10.5281/ZENODO.17819808