PSYCH OpenIR  > 社会与工程心理学研究室
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
Source PublicationIEEE ACCESS

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.

KeywordPersonality recognition label distribution learning social media mining big five personality
Indexed BySCI
Funding OrganizationComputational Cyber-Psychology Lab (CCPL), Institute of Psychology, Chinese Academy of Sciences
WOS Research AreaComputer Science ; Engineering ; Telecommunications
WOS SubjectComputer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS IDWOS:000411757800012
WOS HeadingsScience & Technology ; Technology
Citation statistics
Document Type期刊论文
Corresponding AuthorZheng Hong
Affiliation1.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
Recommended Citation
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.
Files in This Item:
File Name/Size DocType Version Access License
Personality Recognit(6050KB)期刊论文出版稿限制开放CC BY-NC-SAView Application Full Text
Related Services
Recommend this item
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Xue, Di]'s Articles
[Hong, Zheng]'s Articles
[Guo, Shize]'s Articles
Baidu academic
Similar articles in Baidu academic
[Xue, Di]'s Articles
[Hong, Zheng]'s Articles
[Guo, Shize]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Xue, Di]'s Articles
[Hong, Zheng]'s Articles
[Guo, Shize]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: Personality Recognition on Social Media With Label Distribution Learning (1).pdf
Format: Adobe PDF
All comments (0)
No comment.

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.