Ageing of Edges in Collaboration Networks and its Effect on Author Rankings

Keywords: collaborations, citations, PageRank, rankings, Scholars

Abstract

In this paper we show that assigning weights to the edges in a collaboration network of authors, according to a decreasing exponential function depending on the time elapsed since the publication of a common paper, may add valuable information to the process of ranking authors based on importance. The main idea is that a recent collaboration represents a stronger tie between the co-authors than an older one and, therefore, reduces the weight of potential citations between the co-authors. We test this approach, on a well-known data set and with an established methodology of using PageRank-based ranking techniques and reference sets of awarded authors and demonstrate that edge ageing may improve the ranking of authors.

Más información

Título de la Revista: Acta Polytechnica Hungarica
Volumen: 12
Número: 6
Fecha de publicación: 2015
Página de inicio: 149
Página final: 160
Idioma: English
DOI:

10.12700/APH.12.6.2015.6.9

Notas: WoS Core Collection ISI