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The connectivity network underlying the German’s Twittersphere: a testbed for investigating information spreading phenomena
Online social networks are ubiquitous, have billions of users, and produce large amounts of data. While platforms like Reddit are based on a forum-like organization where users gather around topics, Facebook and Twitter implement a concept in which individuals represent the primary entity of interes...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8902855/ https://www.ncbi.nlm.nih.gov/pubmed/35260708 http://dx.doi.org/10.1038/s41598-022-07961-3 |
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author | Schroeder, Daniel Thilo Langguth, Johannes Burchard, Luk Pogorelov, Konstantin Lind, Pedro G. |
author_facet | Schroeder, Daniel Thilo Langguth, Johannes Burchard, Luk Pogorelov, Konstantin Lind, Pedro G. |
author_sort | Schroeder, Daniel Thilo |
collection | PubMed |
description | Online social networks are ubiquitous, have billions of users, and produce large amounts of data. While platforms like Reddit are based on a forum-like organization where users gather around topics, Facebook and Twitter implement a concept in which individuals represent the primary entity of interest. This makes them natural testbeds for exploring individual behavior in large social networks. Underlying these individual-based platforms is a network whose “friend” or “follower” edges are of binary nature only and therefore do not necessarily reflect the level of acquaintance between pairs of users. In this paper,we present the network of acquaintance “strengths” underlying the German Twittersphere. To that end, we make use of the full non-verbal information contained in tweet–retweet actions to uncover the graph of social acquaintances among users, beyond pure binary edges. The social connectivity between pairs of users is weighted by keeping track of the frequency of shared content and the time elapsed between publication and sharing. Moreover, we also present a preliminary topological analysis of the German Twitter network. Finally, making the data describing the weighted German Twitter network of acquaintances, we discuss how to apply this framework as a ground basis for investigating spreading phenomena of particular contents. |
format | Online Article Text |
id | pubmed-8902855 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-89028552022-03-09 The connectivity network underlying the German’s Twittersphere: a testbed for investigating information spreading phenomena Schroeder, Daniel Thilo Langguth, Johannes Burchard, Luk Pogorelov, Konstantin Lind, Pedro G. Sci Rep Article Online social networks are ubiquitous, have billions of users, and produce large amounts of data. While platforms like Reddit are based on a forum-like organization where users gather around topics, Facebook and Twitter implement a concept in which individuals represent the primary entity of interest. This makes them natural testbeds for exploring individual behavior in large social networks. Underlying these individual-based platforms is a network whose “friend” or “follower” edges are of binary nature only and therefore do not necessarily reflect the level of acquaintance between pairs of users. In this paper,we present the network of acquaintance “strengths” underlying the German Twittersphere. To that end, we make use of the full non-verbal information contained in tweet–retweet actions to uncover the graph of social acquaintances among users, beyond pure binary edges. The social connectivity between pairs of users is weighted by keeping track of the frequency of shared content and the time elapsed between publication and sharing. Moreover, we also present a preliminary topological analysis of the German Twitter network. Finally, making the data describing the weighted German Twitter network of acquaintances, we discuss how to apply this framework as a ground basis for investigating spreading phenomena of particular contents. Nature Publishing Group UK 2022-03-08 /pmc/articles/PMC8902855/ /pubmed/35260708 http://dx.doi.org/10.1038/s41598-022-07961-3 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Schroeder, Daniel Thilo Langguth, Johannes Burchard, Luk Pogorelov, Konstantin Lind, Pedro G. The connectivity network underlying the German’s Twittersphere: a testbed for investigating information spreading phenomena |
title | The connectivity network underlying the German’s Twittersphere: a testbed for investigating information spreading phenomena |
title_full | The connectivity network underlying the German’s Twittersphere: a testbed for investigating information spreading phenomena |
title_fullStr | The connectivity network underlying the German’s Twittersphere: a testbed for investigating information spreading phenomena |
title_full_unstemmed | The connectivity network underlying the German’s Twittersphere: a testbed for investigating information spreading phenomena |
title_short | The connectivity network underlying the German’s Twittersphere: a testbed for investigating information spreading phenomena |
title_sort | connectivity network underlying the german’s twittersphere: a testbed for investigating information spreading phenomena |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8902855/ https://www.ncbi.nlm.nih.gov/pubmed/35260708 http://dx.doi.org/10.1038/s41598-022-07961-3 |
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