Distinctiveness centrality in social networks.
The determination of node centrality is a fundamental topic in social network studies. As an addition to established metrics, which identify central nodes based on their brokerage power, the number and weight of their connections, and the ability to quickly reach all other nodes, we introduce five n...
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doaj-9f72e40e5c0148f2b1c25f4779e171f62021-03-03T21:48:24ZengPublic Library of Science (PLoS)PLoS ONE1932-62032020-01-01155e023327610.1371/journal.pone.0233276Distinctiveness centrality in social networks.Andrea Fronzetti ColladonMaurizio NaldiThe determination of node centrality is a fundamental topic in social network studies. As an addition to established metrics, which identify central nodes based on their brokerage power, the number and weight of their connections, and the ability to quickly reach all other nodes, we introduce five new measures of Distinctiveness Centrality. These new metrics attribute a higher score to nodes keeping a connection with the network periphery. They penalize links to highly-connected nodes and serve the identification of social actors with more distinctive network ties. We discuss some possible applications and properties of these newly introduced metrics, such as their upper and lower bounds. Distinctiveness centrality provides a viewpoint of centrality alternative to that of established metrics.https://doi.org/10.1371/journal.pone.0233276 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Andrea Fronzetti Colladon Maurizio Naldi |
spellingShingle |
Andrea Fronzetti Colladon Maurizio Naldi Distinctiveness centrality in social networks. PLoS ONE |
author_facet |
Andrea Fronzetti Colladon Maurizio Naldi |
author_sort |
Andrea Fronzetti Colladon |
title |
Distinctiveness centrality in social networks. |
title_short |
Distinctiveness centrality in social networks. |
title_full |
Distinctiveness centrality in social networks. |
title_fullStr |
Distinctiveness centrality in social networks. |
title_full_unstemmed |
Distinctiveness centrality in social networks. |
title_sort |
distinctiveness centrality in social networks. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS ONE |
issn |
1932-6203 |
publishDate |
2020-01-01 |
description |
The determination of node centrality is a fundamental topic in social network studies. As an addition to established metrics, which identify central nodes based on their brokerage power, the number and weight of their connections, and the ability to quickly reach all other nodes, we introduce five new measures of Distinctiveness Centrality. These new metrics attribute a higher score to nodes keeping a connection with the network periphery. They penalize links to highly-connected nodes and serve the identification of social actors with more distinctive network ties. We discuss some possible applications and properties of these newly introduced metrics, such as their upper and lower bounds. Distinctiveness centrality provides a viewpoint of centrality alternative to that of established metrics. |
url |
https://doi.org/10.1371/journal.pone.0233276 |
work_keys_str_mv |
AT andreafronzetticolladon distinctivenesscentralityinsocialnetworks AT maurizionaldi distinctivenesscentralityinsocialnetworks |
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