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 |