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Cross-platform and cross-interaction study of user personality based on images on Twitter and Flickr
Assessing the predictive value of different social media platforms is important to understand the variation in how users reveal themselves across multiple platforms. Most social media platforms allow users to interact in multiple ways: by posting content to the platform, liking others’ posts, or bui...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6040697/ https://www.ncbi.nlm.nih.gov/pubmed/29995955 http://dx.doi.org/10.1371/journal.pone.0198660 |
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author | Samani, Zahra Riahi Guntuku, Sharath Chandra Moghaddam, Mohsen Ebrahimi Preoţiuc-Pietro, Daniel Ungar, Lyle H. |
author_facet | Samani, Zahra Riahi Guntuku, Sharath Chandra Moghaddam, Mohsen Ebrahimi Preoţiuc-Pietro, Daniel Ungar, Lyle H. |
author_sort | Samani, Zahra Riahi |
collection | PubMed |
description | Assessing the predictive value of different social media platforms is important to understand the variation in how users reveal themselves across multiple platforms. Most social media platforms allow users to interact in multiple ways: by posting content to the platform, liking others’ posts, or building a user profile. While prior studies offer insights into how language use differs across platforms, differences in image usage is less well understood. In this study, we analyzed variation in image content with user personality across three interaction types (posts, likes and profile images) and two platforms, using a unique data set of users who are active on both Twitter and Flickr. Usage patterns on these two social media platforms revealed different aspects of users’ personality. Cross-platform data fusion is thus shown to improve personality prediction performance. |
format | Online Article Text |
id | pubmed-6040697 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-60406972018-07-19 Cross-platform and cross-interaction study of user personality based on images on Twitter and Flickr Samani, Zahra Riahi Guntuku, Sharath Chandra Moghaddam, Mohsen Ebrahimi Preoţiuc-Pietro, Daniel Ungar, Lyle H. PLoS One Research Article Assessing the predictive value of different social media platforms is important to understand the variation in how users reveal themselves across multiple platforms. Most social media platforms allow users to interact in multiple ways: by posting content to the platform, liking others’ posts, or building a user profile. While prior studies offer insights into how language use differs across platforms, differences in image usage is less well understood. In this study, we analyzed variation in image content with user personality across three interaction types (posts, likes and profile images) and two platforms, using a unique data set of users who are active on both Twitter and Flickr. Usage patterns on these two social media platforms revealed different aspects of users’ personality. Cross-platform data fusion is thus shown to improve personality prediction performance. Public Library of Science 2018-07-11 /pmc/articles/PMC6040697/ /pubmed/29995955 http://dx.doi.org/10.1371/journal.pone.0198660 Text en © 2018 Samani et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Samani, Zahra Riahi Guntuku, Sharath Chandra Moghaddam, Mohsen Ebrahimi Preoţiuc-Pietro, Daniel Ungar, Lyle H. Cross-platform and cross-interaction study of user personality based on images on Twitter and Flickr |
title | Cross-platform and cross-interaction study of user personality based on images on Twitter and Flickr |
title_full | Cross-platform and cross-interaction study of user personality based on images on Twitter and Flickr |
title_fullStr | Cross-platform and cross-interaction study of user personality based on images on Twitter and Flickr |
title_full_unstemmed | Cross-platform and cross-interaction study of user personality based on images on Twitter and Flickr |
title_short | Cross-platform and cross-interaction study of user personality based on images on Twitter and Flickr |
title_sort | cross-platform and cross-interaction study of user personality based on images on twitter and flickr |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6040697/ https://www.ncbi.nlm.nih.gov/pubmed/29995955 http://dx.doi.org/10.1371/journal.pone.0198660 |
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