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Evaluating the Validity of Simplified Chinese Version of LIWC in Detecting Psychological Expressions in Short Texts on Social Network Services
Zhao, Nan1; Jiao, Dongdong2; Bai, Shuotian3; Zhu, Tingshao1
2016-06-20
发表期刊PLOS ONE
ISSN1932-6203
文章类型Article
卷号11期号:6页码:1-15
摘要The increasing need of automated analyzing web texts especially the short texts on Social Network Services (SNS) brings new demands of computerized text analysis instruments. The psychometric properties are the basis of the extensive use of these instruments such as the Linguistic Inquiry and Word Count (LIWC). For this study, Sina Weibo statuses were analyzed via rater coding and Simplified Chinese version of LIWC (SCLIWC), in order to evaluate the validity of SCLIWC in detecting psychological expressions in Weibo statuses (n = 60) and in identifying the psychological meaning of a single Weibo status (n = 11). Significant correlations between human ratings and SCLIWC scores and the high sensitivities of capturing single statuses with certain expressions identified by raters, proved the validity of SCLIWC in detecting psychological expressions. The results also suggested that, the efficiency of SCLIWC in detecting psychological expressions of SNS short texts could be higher if using status count scoring method, rather than the word count method as the common usage of LIWC. However, SCLIWC may not perform well in identifying the psychological meaning of a single piece of SNS short text because of its over-identification of target expressions. This study provided primary evidence of validity of SCLIWC, as well as the proper way of using it efficiently on SNS short texts.
DOI10.1371/journal.pone.0157947
收录类别SCI ; SSCI
语种英语
项目资助者National Basic Research Program of China (973 Program)(2014CB744600) ; National High-tech R&D Program of China(2013AA01A606) ; Key Research Program of Chinese Academy of Sciences(KJZD-EWL04) ; Scientific Foundation of the Institute of Psychology ; Chinese Academy of Sciences(Y4CX143005)
WOS研究方向Science & Technology - Other Topics
WOS类目Multidisciplinary Sciences
WOS记录号WOS:000378212000057
WOS标题词Science & Technology
关键词[WOS]LANGUAGE USE ; WORDS
引用统计
被引频次:3[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/20025
专题中国科学院行为科学重点实验室
作者单位1.Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China
2.Natl Comp Syst Engn Res Inst China, Beijing, Peoples R China
3.Hubei Univ Econ, Sch Informat Engn, Wuhan, Hubei, Peoples R China
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Zhao, Nan,Jiao, Dongdong,Bai, Shuotian,et al. Evaluating the Validity of Simplified Chinese Version of LIWC in Detecting Psychological Expressions in Short Texts on Social Network Services[J]. PLOS ONE,2016,11(6):1-15.
APA Zhao, Nan,Jiao, Dongdong,Bai, Shuotian,&Zhu, Tingshao.(2016).Evaluating the Validity of Simplified Chinese Version of LIWC in Detecting Psychological Expressions in Short Texts on Social Network Services.PLOS ONE,11(6),1-15.
MLA Zhao, Nan,et al."Evaluating the Validity of Simplified Chinese Version of LIWC in Detecting Psychological Expressions in Short Texts on Social Network Services".PLOS ONE 11.6(2016):1-15.
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