Cargando…
Network Analysis on Attitudes: A Brief Tutorial
In this article, we provide a brief tutorial on the estimation, analysis, and simulation on attitude networks using the programming language R. We first discuss what a network is and subsequently show how one can estimate a regularized network on typical attitude data. For this, we use open-access d...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5582642/ https://www.ncbi.nlm.nih.gov/pubmed/28919944 http://dx.doi.org/10.1177/1948550617709827 |
_version_ | 1783261217011269632 |
---|---|
author | Dalege, Jonas Borsboom, Denny van Harreveld, Frenk van der Maas, Han L. J. |
author_facet | Dalege, Jonas Borsboom, Denny van Harreveld, Frenk van der Maas, Han L. J. |
author_sort | Dalege, Jonas |
collection | PubMed |
description | In this article, we provide a brief tutorial on the estimation, analysis, and simulation on attitude networks using the programming language R. We first discuss what a network is and subsequently show how one can estimate a regularized network on typical attitude data. For this, we use open-access data on the attitudes toward Barack Obama during the 2012 American presidential election. Second, we show how one can calculate standard network measures such as community structure, centrality, and connectivity on this estimated attitude network. Third, we show how one can simulate from an estimated attitude network to derive predictions from attitude networks. By this, we highlight that network theory provides a framework for both testing and developing formalized hypotheses on attitudes and related core social psychological constructs. |
format | Online Article Text |
id | pubmed-5582642 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-55826422017-09-15 Network Analysis on Attitudes: A Brief Tutorial Dalege, Jonas Borsboom, Denny van Harreveld, Frenk van der Maas, Han L. J. Soc Psychol Personal Sci Special Issue Articles In this article, we provide a brief tutorial on the estimation, analysis, and simulation on attitude networks using the programming language R. We first discuss what a network is and subsequently show how one can estimate a regularized network on typical attitude data. For this, we use open-access data on the attitudes toward Barack Obama during the 2012 American presidential election. Second, we show how one can calculate standard network measures such as community structure, centrality, and connectivity on this estimated attitude network. Third, we show how one can simulate from an estimated attitude network to derive predictions from attitude networks. By this, we highlight that network theory provides a framework for both testing and developing formalized hypotheses on attitudes and related core social psychological constructs. SAGE Publications 2017-07-10 2017-07 /pmc/articles/PMC5582642/ /pubmed/28919944 http://dx.doi.org/10.1177/1948550617709827 Text en © The Author(s) 2017 http://creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (http://www.creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Special Issue Articles Dalege, Jonas Borsboom, Denny van Harreveld, Frenk van der Maas, Han L. J. Network Analysis on Attitudes: A Brief Tutorial |
title | Network Analysis on Attitudes: A Brief Tutorial |
title_full | Network Analysis on Attitudes: A Brief Tutorial |
title_fullStr | Network Analysis on Attitudes: A Brief Tutorial |
title_full_unstemmed | Network Analysis on Attitudes: A Brief Tutorial |
title_short | Network Analysis on Attitudes: A Brief Tutorial |
title_sort | network analysis on attitudes: a brief tutorial |
topic | Special Issue Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5582642/ https://www.ncbi.nlm.nih.gov/pubmed/28919944 http://dx.doi.org/10.1177/1948550617709827 |
work_keys_str_mv | AT dalegejonas networkanalysisonattitudesabrieftutorial AT borsboomdenny networkanalysisonattitudesabrieftutorial AT vanharreveldfrenk networkanalysisonattitudesabrieftutorial AT vandermaashanlj networkanalysisonattitudesabrieftutorial |