Collisions of uniformly distributed identifiers with an application to MAC address anonymization.
Jean‐François Determe, Sophia Azzagnuni, Utkarsh Singh, François Horlin, Philippe De Doncker
Abstract
Jean‐François Determe, Sophia Azzagnuni, Utkarsh Singh, François Horlin, Philippe De Doncker
Abstract
The main contribution of this paper consists in theoretical approximations of the collision rate of $n$ random identifiers uniformly distributed in $m (> n)$ buckets---along with bounds on the approximation errors. A secondary contribution is a decentralized anonymization system of media access control (MAC) addresses with a low collision rate. The main contribution supports the secondary one in that it quantifies its collision rate, thereby allowing designers to minimize $m$ while attaining specific collision rates. Recent works in crowd monitoring based on WiFi probe requests, for which collected MAC addresses should be anonymized, have inspired this research.
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The main contribution of this paper consists in theoretical approximations of the collision rate of $n$ random identifiers uniformly distributed in $m (> n)$ buckets---along with bounds on the approximation errors. A secondary contribution is a decentralized anonymization system of media access control (MAC) addresses with a low collision rate. The main contribution supports the secondary one in that it quantifies its collision rate, thereby allowing designers to minimize $m$ while attaining specific collision rates. Recent works in crowd monitoring based on WiFi probe requests, for which collected MAC addresses should be anonymized, have inspired this research.
Key concepts: Identifier, Collision, Computer science, MAC address, Computer network, Access control, Distributed computing, Unique identifier