中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Evaluating the Validity of Simplified Chinese Version of LIWC in Detecting Psychological Expressions in Short Texts on Social Network Services

文献类型:期刊论文

作者Zhao, Nan1; Jiao, Dongdong2; Bai, Shuotian3; Zhu, Tingshao1
刊名PLOS ONE
出版日期2016-06-20
卷号11期号:6页码:1-15
ISSN号1932-6203
英文摘要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.
WOS标题词Science & Technology
类目[WOS]Multidisciplinary Sciences
研究领域[WOS]Science & Technology - Other Topics
关键词[WOS]LANGUAGE USE ; WORDS
收录类别SCI ; SSCI
语种英语
WOS记录号WOS:000378212000057
源URL[http://ir.psych.ac.cn/handle/311026/20025]  
专题心理研究所_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
推荐引用方式
GB/T 7714
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.

入库方式: OAI收割

来源:心理研究所

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