Selected Publications

In the social sciences, networks are used to represent relationships between social actors, be they individuals or aggregates. The structural importance of these actors is assessed in terms of centrality indices which are commonly defined as graph invariants. Many such indices have been proposed, but there is no unifying theory of centrality. Previous attempts at axiomatic characterization have been focused on particular indices, and the conceptual frameworks that have been proposed alternatively do not lend themselves to mathematical treatment. We show that standard centrality indices, although seemingly distinct, can in fact be expressed in a common framework based on path algebras. Since, as a consequence, all of these indices preserve the neighbourhood-inclusion pre-order, the latter provides a conceptually clear criterion for the definition of centrality indices.
EJAM

Recent Publications

  • Hypergraph Representations: A Study of Carib Attacks on Colonial Forces, 1509-1700

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  • Correlations among centrality indices and a class of uniquely ranked graphs

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  • How to Manipulate Social Media: Analyzing Political Astroturfing Using Ground Truth Data from South Korea

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  • Re-conceptualizing centrality in social networks

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Recent & Upcoming Talks

Recent Posts

SNA material

An interactive table of centrality indices.

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Projects

Soccerverse

Analyzing soccer related data from around the globe.

netrankr

An R package for network centrality

Science Slam

I am an active Science Slammer, mostly slamming about networks and propaganda on the Internet. So far, I participated in 7 Slams (3x winner, 1x second, 2x third) including the southern german championships. Some of my slams were recorded. Click below to view the videos (all in german).

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