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Authors: Marek Wehmer and Ingmar Baumgart

Affiliation: FZI Research Center for Information Technology, Karlsruhe, Germany

Keyword(s): Evaluation Metric, Misbehavior Detection, VANET, Vehicular Network, Cyber Physical Systems Simulation.

Abstract: With recent deployment activities of Vehicle-to-X systems, the need for practical misbehavior detection is growing. The academic discussion on related topics has progressed in the last years and delivered new evaluation approaches. Most research however concentrates on evaluations based on the confusion matrix of packet classifications, such as the precision-recall graph. We show that his approach has fundamental limitations and does not allow to derive valid statements about the real-world impact of a scheme. After reviewing the state of the art, we show that the physical manifestation of attacks must be considered when evaluating misbehaviour detection systems. We propose a shift of perspective towards an attacker-oriented evaluation and contribute a new metric for selfish attackers based on the physical impact of the attack. We further present a simulation framework to practically evaluate misbehavior detection systems.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Wehmer, M. and Baumgart, I. (2021). A Practical Evaluation Method for Misbehavior Detection in the Presence of Selfish Attackers. In Proceedings of the 7th International Conference on Vehicle Technology and Intelligent Transport Systems - VEHITS, ISBN 978-989-758-513-5; ISSN 2184-495X, pages 529-537. DOI: 10.5220/0010451005290537

@conference{vehits21,
author={Marek Wehmer. and Ingmar Baumgart.},
title={A Practical Evaluation Method for Misbehavior Detection in the Presence of Selfish Attackers},
booktitle={Proceedings of the 7th International Conference on Vehicle Technology and Intelligent Transport Systems - VEHITS,},
year={2021},
pages={529-537},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010451005290537},
isbn={978-989-758-513-5},
issn={2184-495X},
}

TY - CONF

JO - Proceedings of the 7th International Conference on Vehicle Technology and Intelligent Transport Systems - VEHITS,
TI - A Practical Evaluation Method for Misbehavior Detection in the Presence of Selfish Attackers
SN - 978-989-758-513-5
IS - 2184-495X
AU - Wehmer, M.
AU - Baumgart, I.
PY - 2021
SP - 529
EP - 537
DO - 10.5220/0010451005290537