心理科学进展2018,Vol.26Issue(5):770-780,11.DOI:10.3724/SP.J.1042.2018.00770
大数据时代心理学文本分析技术——“主题模型”的应用
Technology of text analysis in the big data era: Application of the topic model
摘要
Abstract
Topic Model is a computerized text analysis method and has been used widely in the field of psychology.For counseling research,this method has the potential for exploring themes of conversations between the therapist and patient,comparing the semantic similarity of different treatments and establishing behavioral coding systems.Using data from social media,researchers may use topic model to identify and predict various mental disorders,carry out calculations pertaining personality.Further,this paper discusses needed improvements of the topic model,and its application in the Chinese language environment.Topic model can be used to explore the psychological meaning of Chinese texts.关键词
主题模型/文本分析/心理咨询研究/心理健康/人格计算Key words
topic model/text analysis/psychological counseling research/mental health/personality calculation分类
社会科学引用本文复制引用
曹奔,夏勉,任志洪,林秀彬,徐升,赖丽足,王琪,江光荣..大数据时代心理学文本分析技术——“主题模型”的应用[J].心理科学进展,2018,26(5):770-780,11.基金项目
国家社科基金重大招标项目(16ZDA232). (16ZDA232)