Ecological recognition of self-esteem leveraged by video-based gait
文献类型：期刊论文
| 作者 | Liu, Xingyun2,3,4; Wen, Yeye1,3; Zhu, Tingshao2,3
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| 刊名 | FRONTIERS IN PSYCHIATRY
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| 出版日期 | 2022-10-10 |
| 卷号 | 13页码:9 |
| ISSN号 | 1664-0640 |
| 关键词 | self-esteem gait pattern machine learning video 2D |
| DOI | 10.3389/fpsyt.2022.1027445 |
| 通讯作者 | Zhu, Tingshao(tszhu@psych.ac.cn) |
| 英文摘要 | Self-esteem is a significant kind of psychological resource, and behavioral self-esteem assessments are rare currently. Using ordinary cameras to capture one's gait pattern to reveal people's self-esteem meets the requirement for real-time population-based assessment. A total of 152 healthy students who had no walking issues were recruited as participants. The self-esteem scores and gait data were obtained using a standard 2D camera and the Rosenberg Self-Esteem Scale (RSES). After data preprocessing, dynamic gait features were extracted for training machine learning models that predicted self-esteem scores based on the data. For self-esteem prediction, the best results were achieved by Gaussian processes and linear regression, with a correlation of 0.51 (p < 0.001), 0.52 (p < 0.001), 0.46 (p < 0.001) for all participants, males, and females, respectively. Moreover, the highest reliability was 0.92 which was achieved by RBF-support vector regression. Gait acquired by a 2D camera can predict one's self-esteem quite well. This innovative approach is a good supplement to the existing methods in ecological recognition of self-esteem leveraged by video-based gait. |
| 收录类别 | SCI |
| 资助项目 | Open Research Fund of the CAS Key Laboratory of Behavioral Science, Institute of Psychology ; National Basic Research Program of China[2014CB744600] ; China Social Science Fund[Y8JJ183010] ; National Social Science Fund of China[16AZD058] ; Self-determined research funds of CCNU from the colleges' basic research and operation of MOE[CCNU20TD001] ; Fundamental Research Funds for the Central Universities[CCNU21XJ038] ; Research Program Funds of the Collaborative Innovation Center of Assessment toward Basic Education Quality[2022-04-029-BZPK01] |
| WOS研究方向 | Psychiatry |
| 语种 | 英语 |
| 出版者 | FRONTIERS MEDIA SA |
| WOS记录号 | WOS:000876035900001 |
| 资助机构 | Open Research Fund of the CAS Key Laboratory of Behavioral Science, Institute of Psychology ; National Basic Research Program of China ; China Social Science Fund ; National Social Science Fund of China ; Self-determined research funds of CCNU from the colleges' basic research and operation of MOE ; Fundamental Research Funds for the Central Universities ; Research Program Funds of the Collaborative Innovation Center of Assessment toward Basic Education Quality |
| 源URL | [http://ir.psych.ac.cn/handle/311026/43808]  |
| 专题 | 心理研究所_中国科学院行为科学重点实验室 |
| 通讯作者 | Zhu, Tingshao |
| 作者单位 | 1.Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing, Peoples R China 2.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China 3.Chinese Acad Sci, Inst Psychol, CAS Key Lab Behav Sci, Beijing, Peoples R China 4.Cent China Normal Univ, Sch Psychol, Key Lab Adolescent Cyberpsychol & Behav, Minist Educ, Wuhan, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liu, Xingyun,Wen, Yeye,Zhu, Tingshao. Ecological recognition of self-esteem leveraged by video-based gait[J]. FRONTIERS IN PSYCHIATRY,2022,13:9. |
| APA | Liu, Xingyun,Wen, Yeye,&Zhu, Tingshao.(2022).Ecological recognition of self-esteem leveraged by video-based gait.FRONTIERS IN PSYCHIATRY,13,9. |
| MLA | Liu, Xingyun,et al."Ecological recognition of self-esteem leveraged by video-based gait".FRONTIERS IN PSYCHIATRY 13(2022):9. |
入库方式： OAI收割
来源：心理研究所
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