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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
2017
Source PublicationIEEE ACCESS
Correspondent Emailhz5215@163.com
ISSN2169-3536
SubtypeArticle
Volume5Issue:0Pages:13478-13488
Abstract

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
DOI10.1109/ACCESS.2017.2719018
Indexed BySCI
Language英语
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
WOS KeywordNETWORKS ; BEHAVIOR ; TRAITS
Citation statistics
Document Type期刊论文
Identifierhttp://ir.psych.ac.cn/handle/311026/21937
Collection社会与工程心理学研究室
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.
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