Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Samani, Zahra Riahi, Guntuku, Sharath Chandra, Moghaddam, Mohsen Ebrahimi, Preoţiuc-Pietro, Daniel, Ungar, Lyle H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
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
_version_ 1783338876157296640
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
work_keys_str_mv AT samanizahrariahi crossplatformandcrossinteractionstudyofuserpersonalitybasedonimagesontwitterandflickr
AT guntukusharathchandra crossplatformandcrossinteractionstudyofuserpersonalitybasedonimagesontwitterandflickr
AT moghaddammohsenebrahimi crossplatformandcrossinteractionstudyofuserpersonalitybasedonimagesontwitterandflickr
AT preotiucpietrodaniel crossplatformandcrossinteractionstudyofuserpersonalitybasedonimagesontwitterandflickr
AT ungarlyleh crossplatformandcrossinteractionstudyofuserpersonalitybasedonimagesontwitterandflickr