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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(zhaogz@psych.ac.cn)
通讯作者邮箱zhaogz@psych.ac.cn
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
DOI10.1109/TAFFC.2021.3088523
发表期刊IEEE Transactions on Affective Computing
ISSN1949-3045
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
被引频次:3[WOS]   [WOS记录]     [WOS相关记录]
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.
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