2020 · 53 citations · 34 references
ComputingComputer EngineeringComputer ScienceComputer NetworksDistributed SystemsFault-tolerant ComputingNetwork AnalysisNetwork ProtocolsNetwork ReliabilityProtocol VerificationRoutingRouting ProtocolsNetwork Reliability AnalysisNetwork Reliability EngineeringNetwork VerificationRandom Failures
Not all important network properties need to be enforced all the time. Often, what matters instead is the fraction of time / probability these properties hold. Computing the probability of a property in a network relying on complex inter-dependent routing protocols is challenging and requires determining all failure scenarios for which the property is violated. Doing so at scale and accurately goes beyond the capabilities of current network analyzers.
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Pattern Recognition and Machine Learning
Journal of Electronic Imaging · 2007 · 22.1K citations
Pattern recognition and machine learning
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Understanding network failures in data centers
Phillipa Gill, Navendu Jain, Nachiappan Nagappan · 2011 · 715 citations · Full text