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Data Analysis For Network Cyber-Security
While past decades have witnessed a variety of advances in the
treatment of graphs and networks as combinatoric or algebraic objects,
corresponding advances in formal data analysis have largely failed to keep
pace. Indeed, the development of a successful framework for the statistical
analysis of network data requires the repurposing of existing models and
algorithms for the specific purpose of inference. In this chapter, we pose the
question of how modern statistical science can best rise to this challenge
as well as benefit from the many opportunities it presents. We provide first
steps toward formal network inference procedures through the introduction
of new tests for network structure, and employ concrete examples throughout that serve to highlight the need for additional research contributions in
this burgeoning area.
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