Skip to content
conftrace_
2021 IJCAI IJCAI 2021

An Axiom System for Feedback Centralities

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 paper, 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.

🌉 Interdisciplinary Bridge - Data Science & Analytics and Mathematics & Optimization

More from IJCAI 2021

All IJCAI 2021 papers →