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Authors: Fabio Martinelli 1 ; Francesco Mercaldo 1 ; Vittoria Nardone 2 ; Albina Orlando 1 and Antonella Santone 3

Affiliations: 1 Consiglio Nazionale delle Ricerche (CNR), Italy ; 2 University of Sannio, Benevento and, Italy ; 3 University of Molise, Italy

Keyword(s): Car, Can, Obd, Authentication, Machine Learning, Identification.

Abstract: Despite the development of new technologies, in order to prevent the stealing of cars, the number of car thefts is sharply increasing. With the advent of electronics, new ways to steal cars were found. To avoid auto-theft attacks, in this paper we propose a machine leaning based method to silently e continuously profile the driver by analyzing built-in vehicle sensors. We evaluate the efficiency of the proposed method in driver identification using 10 different drivers. Results are promising, as a matter of fact we obtain a high precision and a recall evaluating a dataset containing data extracted from real vehicle.

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Paper citation in several formats:
Martinelli, F., Mercaldo, F., Nardone, V., Orlando, A. and Santone, A. (2018). Who’s Driving My Car? A Machine Learning based Approach to Driver Identification. In Proceedings of the 4th International Conference on Information Systems Security and Privacy - ICISSP; ISBN 978-989-758-282-0; ISSN 2184-4356, SciTePress, pages 367-372. DOI: 10.5220/0006633403670372

@conference{icissp18,
author={Fabio Martinelli and Francesco Mercaldo and Vittoria Nardone and Albina Orlando and Antonella Santone},
title={Who’s Driving My Car? A Machine Learning based Approach to Driver Identification},
booktitle={Proceedings of the 4th International Conference on Information Systems Security and Privacy - ICISSP},
year={2018},
pages={367-372},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006633403670372},
isbn={978-989-758-282-0},
issn={2184-4356},
}

TY - CONF

JO - Proceedings of the 4th International Conference on Information Systems Security and Privacy - ICISSP
TI - Who’s Driving My Car? A Machine Learning based Approach to Driver Identification
SN - 978-989-758-282-0
IS - 2184-4356
AU - Martinelli, F.
AU - Mercaldo, F.
AU - Nardone, V.
AU - Orlando, A.
AU - Santone, A.
PY - 2018
SP - 367
EP - 372
DO - 10.5220/0006633403670372
PB - SciTePress

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