Institutional Repository of Key Laboratory of Behavioral Science, CAS
CPED: A Chinese Positive Emotion Database for Emotion Elicitation and Analysis | |
Zhang, Yulin1,2; Zhao, Guozhen1,2; Ge, Yan1,2; Shu, Yezhi3; Zhang, Dan4; Liu, Yong-Jin3; Sun, Xianghong1,2 | |
第一作者 | Zhang, Yulin |
通讯作者 | Zhao, Guozhen([email protected]) |
通讯作者邮箱 | [email protected] |
心理所单位排序 | 1 |
摘要 | Positive emotions are of great significance to people's daily life, such as human-computer/robot interaction. However, the structure of extensive positive emotions is not clear yet and effective standardized inducing materials containing as many positive emotional categories as possible are lacking. Thus, this paper aims to establish a Chinese positive emotion database (CPED) to (1) effectively elicit positive emotion categories as many as possible, (2) provide both the subjective feelings of different positive emotions and a corresponding peripheral physiological database, and (3) explore the structure and framework of positive emotion categories. 42 video clips of 16 positive emotion categories were screened from more than 1000 online clips. Then a total of 312 participants watched and rated these video clips during which PPG and GSR signals were recorded. 34 video clips that met hit rate and intensity standards were systemically clustered into four emotion categories (empathy, fun, creativity and esteem). Eventually, 22 film clips of these four major categories formed the CPED database. 113 features from PPG and GSR signals were extracted and entered into a SVM classifier that serves as a baseline classification method. A classification accuracy of 45.84% for four major categories of positive emotions was achieved. |
关键词 | Positive emotion emotional film clip emotion elicitation PPG GSR |
2021 | |
语种 | 英语 |
DOI | 10.1109/TAFFC.2021.3088523 |
发表期刊 | IEEE Transactions on Affective Computing |
ISSN | 1949-3045 |
卷号 | 14期号:2页码:1417-1430 |
期刊论文类型 | 实证研究 |
收录类别 | SCI |
资助项目 | National Natural Science Foundation of China[U1736220] ; National Natural Science Foundation of China[31771226] |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
WOS关键词 | RECOGNITION ; DIFFERENTIATION ; EEG ; GRATITUDE ; RESPONSES ; HAPPINESS ; FEATURES ; BROADEN ; AWE |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Cybernetics |
WOS记录号 | WOS:001000299100042 |
WOS分区 | Q1 |
Q分类 | Q1 |
资助机构 | National Natural Science Foundation of China |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.psych.ac.cn/handle/311026/39336 |
专题 | 中国科学院行为科学重点实验室 |
通讯作者 | Zhao, Guozhen |
作者单位 | 1.CAS Key Laboratory of Behavioral Science, Institute of Psychology, Beijing 100101, China 2.University of Chinese Academy of Sciences, Beijing 100049, China 3.BNRist, MOE-Key Laboratory of Pervasive Computing, Department of Computer Science and Technology, Tsinghua University, Beijing 100084, China 4.Department of Psychology, Tsinghua University, Beijing 100084, China |
第一作者单位 | 中国科学院行为科学重点实验室 |
通讯作者单位 | 中国科学院行为科学重点实验室 |
推荐引用方式 GB/T 7714 | Zhang, Yulin,Zhao, Guozhen,Ge, Yan,et al. CPED: A Chinese Positive Emotion Database for Emotion Elicitation and Analysis[J]. IEEE Transactions on Affective Computing,2021,14(2):1417-1430. |
APA | Zhang, Yulin.,Zhao, Guozhen.,Ge, Yan.,Shu, Yezhi.,Zhang, Dan.,...&Sun, Xianghong.(2021).CPED: A Chinese Positive Emotion Database for Emotion Elicitation and Analysis.IEEE Transactions on Affective Computing,14(2),1417-1430. |
MLA | Zhang, Yulin,et al."CPED: A Chinese Positive Emotion Database for Emotion Elicitation and Analysis".IEEE Transactions on Affective Computing 14.2(2021):1417-1430. |
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 | ||
CPED_ A Chinese Posi(1030KB) | 期刊论文 | 作者接受稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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