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15th IEEE Computer Security Foundations Workshop (CSFW'02)
Probabilistic Analysis of Anonymity
Cape Breton, Nova Scotia, Canada
June 24-June 26
ISBN: 0-7695-1689-0
Vitaly Shmatikov, SRI International
We present a formal analysis technique for probabilistic security properties of peer-to-peer communication systems based on random message routing among members. The behavior of group members and the adversary is modeled as a discrete-time Markov chain, and security properties are expressed as PCTL formulas. To illustrate feasibility of the approach, we model the Crowds system for anonymous Web browsing, and use a probabilistic model checker, PRISM, to perform automated analysis of the system and verify anonymity guarantees it provides. The main result of the Crowds analysis is a demonstration of how certain forms of anonymity degrade with the increase in group size and the number of random routing paths.
Citation:
Vitaly Shmatikov, "Probabilistic Analysis of Anonymity," csfw, pp.119, 15th IEEE Computer Security Foundations Workshop (CSFW'02), 2002
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