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Publikation

I don't know who you are, but I know what you need: Guidelines for Federated Learning in Educational Recommender Systems

Enrico Kochon; Daniel Stattkus; Simon Binz; Marian Eleks; Nils Lauinger; Philipp Fukas; Ann-Kristin Claudia Müller; Julia Knopf; Oliver Thomas
In: Wirtschaftsinformatik 2024 Proceedings. Internationale Tagung Wirtschaftsinformatik (WI-2024), September 16-19, Würzburg, Germany, Association for Information Systems, 2024.

Zusammenfassung

The ongoing digitalization of the education sector yields great potential through the use of Artificial Intelligence but is decelerated by a necessity for privacy and security. This paper investigates the potential of Federated Recommender Systems in school education as a solution to this problem within a two-cycle design science research approach. Meta-requirements for Federated Recommender Systems are extracted from the literature and evaluated through an educational prototype. To balance the technical evaluation, practical design guidelines are articulated and evaluated by a focus group of experts resulting in tangible guidelines for practitioners and educational stakeholders.

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