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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...

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Autores principales: Schroeder, Daniel Thilo, Langguth, Johannes, Burchard, Luk, Pogorelov, Konstantin, Lind, Pedro G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
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.
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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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