Predicting Big Five Personality Traits of Microblog Users | |
Shuotian Bai; Bibo Hao; Ang Li; Sha Yuan; Rui Gao; Tingshao Zhu | |
2013-11 | |
通讯作者邮箱 | [email protected] |
会议名称 | 12th IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology (WI-IAT) |
会议录名称 | 2013 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCES ON WEB INTELLIGENCE (WI) AND INTELLIGENT AGENT TECHNOLOGIES (IAT) |
页码 | 501-508 |
会议日期 | NOV 17-20, 2013 |
会议地点 | Atlanta, GA |
摘要 | Personality can be defined as a set of characteristics which makes a person unique. The study of personality is of central importance in psychology. Conventional personality assessment is performed by self-report inventory, which costs much manual efforts and cannot be done in real time. To solve these problems, this research aims to measure the Big-Five personality from the usages of Sina Microblog objectively. By conducting a user study with 444 users, this paper proposes multi-task regression and incremental regression algorithms to predict the Big-Five personality from online behaviors. The results indicate that personality can be predicted with a high accuracy through online Microblog usage. |
关键词 | Personalit Sina Microblogs Regression Prediction Big-five Personality |
DOI | 10.1109/WI-IAT.2013.70 |
语种 | 英语 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.psych.ac.cn/handle/311026/26553 |
专题 | 社会与工程心理学研究室 |
作者单位 | Chinese Acad Sci, Inst Psychol, Univ Chinese Acad Sci, Beijing , Peoples R China. |
推荐引用方式 GB/T 7714 | Shuotian Bai,Bibo Hao,Ang Li,et al. Predicting Big Five Personality Traits of Microblog Users[C],2013:501-508. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Predicting Big Five (432KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
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