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How Structure Shapes Dynamics: Knowledge Development in Wikipedia - A Network Multilevel Modeling Approach

Using a longitudinal network analysis approach, we investigate the structural development of the knowledge base of Wikipedia in order to explain the appearance of new knowledge. The data consists of the articles in two adjacent knowledge domains: psychology and education. We analyze the development...

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Detalles Bibliográficos
Autores principales: Halatchliyski, Iassen, Cress, Ulrike
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4218828/
https://www.ncbi.nlm.nih.gov/pubmed/25365319
http://dx.doi.org/10.1371/journal.pone.0111958
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author Halatchliyski, Iassen
Cress, Ulrike
author_facet Halatchliyski, Iassen
Cress, Ulrike
author_sort Halatchliyski, Iassen
collection PubMed
description Using a longitudinal network analysis approach, we investigate the structural development of the knowledge base of Wikipedia in order to explain the appearance of new knowledge. The data consists of the articles in two adjacent knowledge domains: psychology and education. We analyze the development of networks of knowledge consisting of interlinked articles at seven snapshots from 2006 to 2012 with an interval of one year between them. Longitudinal data on the topological position of each article in the networks is used to model the appearance of new knowledge over time. Thus, the structural dimension of knowledge is related to its dynamics. Using multilevel modeling as well as eigenvector and betweenness measures, we explain the significance of pivotal articles that are either central within one of the knowledge domains or boundary-crossing between the two domains at a given point in time for the future development of new knowledge in the knowledge base.
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spelling pubmed-42188282014-11-05 How Structure Shapes Dynamics: Knowledge Development in Wikipedia - A Network Multilevel Modeling Approach Halatchliyski, Iassen Cress, Ulrike PLoS One Research Article Using a longitudinal network analysis approach, we investigate the structural development of the knowledge base of Wikipedia in order to explain the appearance of new knowledge. The data consists of the articles in two adjacent knowledge domains: psychology and education. We analyze the development of networks of knowledge consisting of interlinked articles at seven snapshots from 2006 to 2012 with an interval of one year between them. Longitudinal data on the topological position of each article in the networks is used to model the appearance of new knowledge over time. Thus, the structural dimension of knowledge is related to its dynamics. Using multilevel modeling as well as eigenvector and betweenness measures, we explain the significance of pivotal articles that are either central within one of the knowledge domains or boundary-crossing between the two domains at a given point in time for the future development of new knowledge in the knowledge base. Public Library of Science 2014-11-03 /pmc/articles/PMC4218828/ /pubmed/25365319 http://dx.doi.org/10.1371/journal.pone.0111958 Text en © 2014 Halatchliyski, Cress http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Halatchliyski, Iassen
Cress, Ulrike
How Structure Shapes Dynamics: Knowledge Development in Wikipedia - A Network Multilevel Modeling Approach
title How Structure Shapes Dynamics: Knowledge Development in Wikipedia - A Network Multilevel Modeling Approach
title_full How Structure Shapes Dynamics: Knowledge Development in Wikipedia - A Network Multilevel Modeling Approach
title_fullStr How Structure Shapes Dynamics: Knowledge Development in Wikipedia - A Network Multilevel Modeling Approach
title_full_unstemmed How Structure Shapes Dynamics: Knowledge Development in Wikipedia - A Network Multilevel Modeling Approach
title_short How Structure Shapes Dynamics: Knowledge Development in Wikipedia - A Network Multilevel Modeling Approach
title_sort how structure shapes dynamics: knowledge development in wikipedia - a network multilevel modeling approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4218828/
https://www.ncbi.nlm.nih.gov/pubmed/25365319
http://dx.doi.org/10.1371/journal.pone.0111958
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