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On Characteristics and Modeling of P2P Resources With Correlated Static and Dynamic Attributes

Modeling and simulation of Peer-to-Peer (P2P) resources with correlated static and dynamic attributes is essential in application design, validation, and performance analysis. A novel mechanism is presented to generate realistic synthetic traces of multivariate static and dynamic attributes of P2P resources. The methodology is demonstrated using characteristics of PlanetLab node traces. First, a multi-attribute resource model is defined using a selected set of static and dynamic attributes. Second, characteristics of resources are presented. The authors observe that attribute values are correlated, follow a mixture of probability distributions, and time series of some of the dynamic attributes are non-stationary. Third, random vectors of static attributes are generated using empirical copulas that capture the entire dependence structure of multivariate distribution of attributes.

Provided by: Colorado State University Topic: Collaboration Date Added: Dec 2011 Format: PDF

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