IEEE/ACM Transactions on Networking · 2008 · 27 citations · 43 references
ComputingCybersecurityAgingDistributed SystemsSurvival AnalysisNetwork ReliabilityNetwork ResiliencePeer-to-peer NetworksStochastic NetworksGraph PartitioningHeavy-tailed DistributionsIsolationLifetimesNetwork LifetimeSelection Algorithms
<para xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> Previous analytical studies of unstructured P2P resilience have assumed exponential user lifetimes and only considered age-independent neighbor replacement. In this paper, we overcome these limitations by introducing a general node-isolation model for heavy-tailed user lifetimes and arbitrary neighbor-selection algorithms. Using this model, we analyze two age-biased neighbor-selection strategies and show that they significantly improve the residual lifetimes of chosen users, which dramatically reduces the probability of user isolation and graph partitioning compared with uniform selection of neighbors. In fact, the second strategy based on random walks on age-proportional graphs demonstrates that, for lifetimes with infinite variance, the system monotonically <emphasis emphasistype="boldital">increases</emphasis> its resilience as its age and size grow. Specifically, we show that the probability of isolation converges to zero as these two metrics tend to infinity. We finish the paper with simulations in finite-size graphs that demonstrate the effect of this result in practice. </para>
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Ion Stoica, Robert Morris, David R. Karger et al. · 2001 · 9.7K citations
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Matrix analysis and applied linear algebra
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