Automatic Decision-Making Style Recognition Method Using Kinect Technology
文献类型：期刊论文
| 作者 | Guo, Yu1,2; Liu, Xiaoqian1,2 ; Wang, Xiaoyang1,2; Zhu, TingshaoD1,2; Zhan, Wei3
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| 刊名 | FRONTIERS IN PSYCHOLOGY
 |
| 出版日期 | 2022-03-04 |
| 卷号 | 13页码:13 |
| 关键词 | Kinect face data machine learning linear regression decision-making style |
| ISSN号 | 1664-1078 |
| DOI | 10.3389/fpsyg.2022.751914 |
| 通讯作者 | Liu, Xiaoqian(liuxiaoqian@psych.ac.cn) |
| 英文摘要 | In recent years, somatosensory interaction technology, represented by Microsoft's Kinect hardware platform, has been widely used in various fields, such as entertainment, education, and medicine. Kinect technology can easily capture and record behavioral data, which provides new opportunities for behavioral and psychological correlation analysis research. In this paper, an automatic decision-style recognition method is proposed. Experiments involving 240 subjects were conducted to obtain face data and individual decision-making style score. The face data was obtained using the Kinect camera, and the decision-style score were obtained via a questionnaire. To realize automatic recognition of an individual decision-making style, machine learning was employed to establish the mapping relationship between the face data and a scaled evaluation of the decision-making style score. This study adopts a variety of classical machine learning algorithms, including Linear regression, Support vector machine regression, Ridge regression, and Bayesian ridge regression. The experimental results show that the linear regression model returns the best results. The correlation coefficient between the linear regression model evaluation results and the scale evaluation results was 0.6, which represents a medium and higher correlation. The results verify the feasibility of automatic decision-making style recognition method based on facial analysis. |
| 收录类别 | SCI |
| WOS关键词 | PERSONALITY-TRAITS ; GENDER-DIFFERENCES ; STRESS ; RISK ; PREDICTOR ; CONSUMERS ; BEHAVIOR ; SENSOR ; MODEL |
| WOS研究方向 | Psychology |
| 语种 | 英语 |
| WOS记录号 | WOS:000772593700001 |
| 出版者 | FRONTIERS MEDIA SA |
| 源URL | [http://ir.psych.ac.cn/handle/311026/42309]  |
| 专题 | 心理研究所_社会与工程心理学研究室 |
| 通讯作者 | Liu, Xiaoqian |
| 作者单位 | 1.Chinese Acad Sci, Inst Psychol, Beijing, Peoples R China 2.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China 3.China Elect Technol Grp Corp, Informat Sci Res Inst, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Guo, Yu,Liu, Xiaoqian,Wang, Xiaoyang,et al. Automatic Decision-Making Style Recognition Method Using Kinect Technology[J]. FRONTIERS IN PSYCHOLOGY,2022,13:13. |
| APA | Guo, Yu,Liu, Xiaoqian,Wang, Xiaoyang,Zhu, TingshaoD,&Zhan, Wei.(2022).Automatic Decision-Making Style Recognition Method Using Kinect Technology.FRONTIERS IN PSYCHOLOGY,13,13. |
| MLA | Guo, Yu,et al."Automatic Decision-Making Style Recognition Method Using Kinect Technology".FRONTIERS IN PSYCHOLOGY 13(2022):13. |
入库方式： OAI收割
来源：心理研究所
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