Personality Recognition on Social Media With Label Distribution Learning | |
Xue, Di1; Hong, Zheng1; Guo, Shize2; Gao, Liang2; Wu, Lifa1; Zheng, Jinghua3; Zhao, Nan4; Zheng Hong | |
通讯作者邮箱 | hz5215@163.com |
摘要 | Personality is an important psychological construct accounting for individual differences in people. To reliably, validly, and efficiently recognize an individual's personality is a worthwhile goal; however, the traditional ways of personality assessment through self-report inventories or interviews conducted by psychologists are costly and less practical in social media domains, since they need the subjects to take active actions to cooperate. This paper proposes a method of big five personality recognition (PR) from microblog in Chinese language environments with a new machine learning paradigm named label distribution learning (LDL), which has never been previously reported to be used in PR. One hundred and thirteen features are extracted from 994 active Sina Weibo users' profiles and micro-blogs. Eight LDL algorithms and nine non-trivial conventional machine learning algorithms are adopted to train the big five personality traits prediction models. Experimental results show that two of the proposed LDL approaches outperform the others in predictive ability, and the most predictive one also achieves relatively higher running efficiency among all the algorithms. |
关键词 | Personality recognition label distribution learning social media mining big five personality |
2017 | |
语种 | 英语 |
DOI | 10.1109/ACCESS.2017.2719018 |
发表期刊 | IEEE ACCESS |
ISSN | 2169-3536 |
卷号 | 5期号:0页码:13478-13488 |
期刊论文类型 | Article |
收录类别 | SCI |
WOS关键词 | NETWORKS ; BEHAVIOR ; TRAITS |
WOS标题词 | Science & Technology ; Technology |
WOS研究方向 | Computer Science ; Engineering ; Telecommunications |
WOS类目 | Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications |
WOS记录号 | WOS:000411757800012 |
资助机构 | Computational Cyber-Psychology Lab (CCPL), Institute of Psychology, Chinese Academy of Sciences |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.psych.ac.cn/handle/311026/21937 |
专题 | 社会与工程心理学研究室 |
通讯作者 | Zheng Hong |
作者单位 | 1.PLA Univ Sci & Technol, Coll Command Informat Syst, Nanjing 210002, Jiangsu, Peoples R China 2.Inst North Elect Equipment, Beijing 100083, Peoples R China 3.Elect Engn Inst, Hefei 230037, Anhui, Peoples R China 4.Chinese Acad Sci, Inst Psychol, Beijing 100101, Peoples R China |
推荐引用方式 GB/T 7714 | Xue, Di,Hong, Zheng,Guo, Shize,et al. Personality Recognition on Social Media With Label Distribution Learning[J]. IEEE ACCESS,2017,5(0):13478-13488. |
APA | Xue, Di.,Hong, Zheng.,Guo, Shize.,Gao, Liang.,Wu, Lifa.,...&Zheng Hong.(2017).Personality Recognition on Social Media With Label Distribution Learning.IEEE ACCESS,5(0),13478-13488. |
MLA | Xue, Di,et al."Personality Recognition on Social Media With Label Distribution Learning".IEEE ACCESS 5.0(2017):13478-13488. |
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 | ||
Personality Recognit(6050KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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