Periodical
Using Map Matching for DeIdentification of Connected Vehicle Locations
العنوان: | Using Map Matching for DeIdentification of Connected Vehicle Locations |
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المؤلفون: | Carter, Jason M., Ferber, Aaron E. |
المصدر: | IEEE Consumer Electronics Magazine; November 2019, Vol. 8 Issue: 6 p111-116, 6p |
مستخلص: | We introduce a location deidentification procedure that uses road network structure to protect against certain types of inference-based attacks. Our target is large databases containing vehicle locations. Previous anonymization approaches are inappropriate because location generalization and perturbation of geopositions could negatively affect development of safety-critical applications that require precise position information. Furthermore, k-anonymity-based clustering approaches would lead to significant data suppression. Our algorithm attempts to balance privacy protection and data utility, while protecting against re-identification attacks. Our data is from the first connected vehicle model deployment in the United States. |
قاعدة البيانات: | Supplemental Index |
تدمد: | 21622248 21622256 |
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DOI: | 10.1109/MCE.2019.2941354 |