Institutional Repository of Key Laboratory of Behavioral Science, CAS
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 | |
第一作者 | Zhao, Nan |
通讯作者邮箱 | [email protected] |
心理所单位排序 | 1 |
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. |
2016-06-20 | |
语种 | 英语 |
DOI | 10.1371/journal.pone.0157947 |
发表期刊 | PLOS ONE |
ISSN | 1932-6203 |
卷号 | 11期号:6页码:1-15 |
收录类别 | SCI ; SSCI |
WOS关键词 | LANGUAGE USE ; WORDS |
WOS标题词 | Science & Technology |
WOS研究方向 | Science & Technology - Other Topics |
WOS类目 | Multidisciplinary Sciences |
WOS记录号 | WOS:000378212000057 |
WOS分区 | Q1 |
资助机构 | 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) |
引用统计 | |
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 |
通讯作者 | Zhu, Tingshao |
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 |
第一作者单位 | 中国科学院行为科学重点实验室 |
通讯作者单位 | 中国科学院行为科学重点实验室 |
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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Evaluating the Valid(212KB) | 期刊论文 | 作者接受稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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