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CORDIS - EU research results
CORDIS

contINuous deCentralized lEarNing of ioT devIces' behaVioural profilEs

CORDIS provides links to public deliverables and publications of HORIZON projects.

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

Data Management Plan (opens in new window)

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.

Communication, Dissemination & Outreach Plan (opens in new window)

The plan describes the planned measures to maximize 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.

Publications

Federated learning for misbehaviour detection with variational autoencoders and Gaussian mixture models (opens in new window)

Author(s): Enrique Mármol Campos, Aurora Gonzalez-Vidal, José L. Hernández-Ramos, Antonio Skarmeta
Published in: International Journal of Information Security, Issue 24, 2025, ISSN 1615-5262
Publisher: Springer Science and Business Media LLC
DOI: 10.1007/s10207-025-01000-8

Misbehavior detection in intelligent transportation systems based on federated learning (opens in new window)

Author(s): Enrique Mármol Campos, José L. Hernandez-Ramos, Aurora González Vidal, Gianmarco Baldini, Antonio Skarmeta
Published in: Internet of Things, Issue 25, 2024, ISSN 2542-6605
Publisher: Elsevier BV
DOI: 10.1016/j.iot.2024.101127

Intrusion Detection Based on Federated Learning: A Systematic Review (opens in new window)

Author(s): Jose Hernandez-Ramos, Georgios Karopoulos, Efstratios Chatzoglou, Vasileios Kouliaridis, Enrique Marmol, Aurora Gonzalez-Vidal, Georgios Kambourakis
Published in: ACM Computing Surveys, 2025, ISSN 0360-0300
Publisher: Association for Computing Machinery (ACM)
DOI: 10.1145/3731596

FedRDF: A Robust and Dynamic Aggregation Function Against Poisoning Attacks in Federated Learning (opens in new window)

Author(s): Enrique Mármol Campos, Aurora Gonzalez-Vidal, José L. Hernández-Ramos, Antonio Skarmeta
Published in: IEEE Transactions on Emerging Topics in Computing, Issue 13, 2025, ISSN 2168-6750
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TETC.2024.3474484

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