Monotone Sampling of Networks

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Provided by: RWSoftware
Topic: Networking
Format: PDF
Determining the graph-theoretic properties of large real-world networks like social, computer, and biological networks, is a challenging task. Many of those networks are too large to be processed efficiently and some are not even available in their entirety. In order to reduce the size of available data or collect a sample of an existing network, several sampling algorithms were developed. They aim to produce samples whose properties are close to the original network. It is unclear what sample size is sufficient to obtain a sample whose properties can be used to estimate those of the original network.
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