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Foundations of Multidimensional Network Analysis (Rapporti tecnici/preprint/working paper)

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Foundations of Multidimensional Network Analysis (Rapporti tecnici/preprint/working paper) (literal)

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Berlingerio M.; Coscia M.; Giannotti F.; Monreale A.; Pedreschi D. (2010)
Foundations of Multidimensional Network Analysis
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ABSTRACT: Complex networks have been receiving increasing attention by the scientific community, also due to the availability of massive network data from diverse domains, and the outbreak of novel analytical paradigms, which pose relations and links among entities, or people, at the center of investigation. Networks are usually modeled by graphs. So far, network analytics has focused to the characterization and measurement of local and global properties of such graphs, such as diameter, degree distribution, centrality, connectedness - up to more sophisticated discoveries based on graph mining, aimed at finding frequent subgraph patterns and analyzing the temporal evolution of a network. However, in practice, real networks come with a rich semantics attached to relations, and nodes in a network may be connected by edges of different nature: for example, any given pair of persons may communicate with different tools (phone, email, messaging, etc), or in a social network can be linked by (literal)

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