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An Axiom System for Feedback Centralities

Speaker(s)
Tomasz Wąs
Affiliation
Instytut Informatyki, UW
Date
April 15, 2021, 10:15 a.m.
Information about the event
on-line
Seminar
Seminar Games, Mechanisms, and Social Networks

In recent years, the axiomatic approach to centrality measures has attracted attention in the literature. However, most papers propose a collection of axioms dedicated to one or two considered centrality measures. In result, it is hard to capture the differences and similarities between various measures. In this work, we propose an axiom system for four classic feedback centralities: Eigenvector centrality, Katz centrality, Katz prestige and PageRank. We prove that each of these four centrality measures can be uniquely characterized with a subset of our axioms. Our system is the first one in the literature that considers all four feedback centralities.