Publication | Closed Access
The role of PASTA in network measurement
69
Citations
20
References
2006
Year
EngineeringNetwork AnalysisNetwork MeasurementNetwork ModelCommunicationDiscrete-event SimulationPoisson ProbesStochastic SimulationStatistical Signal ProcessingNetwork EvolutionData ScienceUncertainty QuantificationStochastic ProcessesActive ProbingSystems EngineeringStatisticsSocial Network AnalysisStochastic SystemProbability TheoryNetwork TheoryPoisson TimesNetwork ScienceStatistical Inference
Poisson Arrivals See Time Averages (PASTA) is a well known property applicable to many stochastic systems. In active probing, PASTA is invoked to justify the sending of probe packets (or trains) at Poisson times in a variety of contexts. However, due to the diversity of aims and analysis techniques used in active probing, the benefits of Poisson based measurement, and the utility and role of PASTA, are unclear. Using a combination of rigorous results and carefully constructed examples and counter-examples, we map out the issues involved, and argue that PASTA is of very limited use in active probing. In particular, Poisson probes are not unique in their ability to sample without bias. Furthermore, PASTA ignores the issue of estimation variance, and the central need for an inversion phase to estimate the quantity of interest ased on what is directly observable. We give concrete examples of when Poisson probes should not be used, and explain why, and offer initial guidelines on suitable alternative sending processes.
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