Cargando…

The Development of the Chinese Sentiment Lexicon for Internet

This paper examines the development of the Chinese Sentiment Lexicon for Internet (CSLI), a sentiment lexicon for capturing the valence and arousal in Chinese online social media texts. We first review the current sentiment lexicons and their building process, including the collection of words, judg...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhao, Jia-Lin, Li, Meng-Zhu, Yao, Juan, Qin, Ge-Hua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6848272/
https://www.ncbi.nlm.nih.gov/pubmed/31749746
http://dx.doi.org/10.3389/fpsyg.2019.02473
_version_ 1783469062296174592
author Zhao, Jia-Lin
Li, Meng-Zhu
Yao, Juan
Qin, Ge-Hua
author_facet Zhao, Jia-Lin
Li, Meng-Zhu
Yao, Juan
Qin, Ge-Hua
author_sort Zhao, Jia-Lin
collection PubMed
description This paper examines the development of the Chinese Sentiment Lexicon for Internet (CSLI), a sentiment lexicon for capturing the valence and arousal in Chinese online social media texts. We first review the current sentiment lexicons and their building process, including the collection of words, judging the emotionality of words, and testing reliability and validity. In Study 1, we develop CSLI and test its initial reliability and validity. In Study 2, we further test the convergent validity of CSLI by examining its correlations with human judgment in 429 aggregated Weibo comments. In Study 3, the predictive validity of CSLI is examined by linking its results to personality traits among 52 undergraduates. Two replication studies are also conducted to verify the findings in Study 2 and 3. The results have generally supported the reliability and validity of CSLI. Therefore, CSLI can be used as a research tool to capture the degree of valence and arousal in Chinese online social media texts. Its potential to promote human well-being is also discussed.
format Online
Article
Text
id pubmed-6848272
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-68482722019-11-20 The Development of the Chinese Sentiment Lexicon for Internet Zhao, Jia-Lin Li, Meng-Zhu Yao, Juan Qin, Ge-Hua Front Psychol Psychology This paper examines the development of the Chinese Sentiment Lexicon for Internet (CSLI), a sentiment lexicon for capturing the valence and arousal in Chinese online social media texts. We first review the current sentiment lexicons and their building process, including the collection of words, judging the emotionality of words, and testing reliability and validity. In Study 1, we develop CSLI and test its initial reliability and validity. In Study 2, we further test the convergent validity of CSLI by examining its correlations with human judgment in 429 aggregated Weibo comments. In Study 3, the predictive validity of CSLI is examined by linking its results to personality traits among 52 undergraduates. Two replication studies are also conducted to verify the findings in Study 2 and 3. The results have generally supported the reliability and validity of CSLI. Therefore, CSLI can be used as a research tool to capture the degree of valence and arousal in Chinese online social media texts. Its potential to promote human well-being is also discussed. Frontiers Media S.A. 2019-11-05 /pmc/articles/PMC6848272/ /pubmed/31749746 http://dx.doi.org/10.3389/fpsyg.2019.02473 Text en Copyright © 2019 Zhao, Li, Yao and Qin. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Zhao, Jia-Lin
Li, Meng-Zhu
Yao, Juan
Qin, Ge-Hua
The Development of the Chinese Sentiment Lexicon for Internet
title The Development of the Chinese Sentiment Lexicon for Internet
title_full The Development of the Chinese Sentiment Lexicon for Internet
title_fullStr The Development of the Chinese Sentiment Lexicon for Internet
title_full_unstemmed The Development of the Chinese Sentiment Lexicon for Internet
title_short The Development of the Chinese Sentiment Lexicon for Internet
title_sort development of the chinese sentiment lexicon for internet
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6848272/
https://www.ncbi.nlm.nih.gov/pubmed/31749746
http://dx.doi.org/10.3389/fpsyg.2019.02473
work_keys_str_mv AT zhaojialin thedevelopmentofthechinesesentimentlexiconforinternet
AT limengzhu thedevelopmentofthechinesesentimentlexiconforinternet
AT yaojuan thedevelopmentofthechinesesentimentlexiconforinternet
AT qingehua thedevelopmentofthechinesesentimentlexiconforinternet
AT zhaojialin developmentofthechinesesentimentlexiconforinternet
AT limengzhu developmentofthechinesesentimentlexiconforinternet
AT yaojuan developmentofthechinesesentimentlexiconforinternet
AT qingehua developmentofthechinesesentimentlexiconforinternet