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第17卷 智能系统学报 ·1050· tion detection from text and speech:a survey[J].Social LIANG Jing,YAN Wenjing,WU Qi,et al.Recent ad- network analysis and mining,2018,8(1):1-26. vances and future trends in microexpression research[]. [9]ZHAO Huijuan.YE Ning.WANG Ruchuan.A survey on Bulletin of National Natural Science Foundation of automatic emotion recognition using audio big data and China,2013,272):75-78,82. deep learning architectures[C]//2018 IEEE 4th Interna- [21]EKMAN P.FRIESEN W V.Nonverbal leakage and clues tional Conference on Big Data Security on Cloud (Big- to deception[J].Psychiatry,1969,32(1):88-106. DataSecurity),IEEE International Conference on High [22]YAN Wenjing.WU Qi,LIANG Jing,et al.How fast are Performance and Smart Computing,(HPSC)and IEEE the leaked facial expressions:the duration of micro-ex- International Conference on Intelligent Data and Security pressions[J].Journal of nonverbal behavior,2013,37(4): 0maha,EEE,2018:139-142 217-230 [10]SHU Lin,XIE Jinyan,YANG Mingyue,et al.A review [23]EKMAN P.Darwin's contributions to our understanding of emotion recognition using physiological signals[J]. of emotional expressions[J].Philosophical transactions of Sensors(Basel,Switzerland),2018,18(7)-2074 the Royal Society of London Series B,Biological sci- [11]ALARCAO S M.FONSECA M J.Emotions recognition ences.2009,364(1535):3449-3451. using EEG signals:a survey[J].IEEE transactions on af- [24]HAGGARD E A.ISAACS K S.Micromomentary facial fective computing,2019,10(3):374-393. expressions as indicators of ego mechanisms in psycho- [12]SCHACHTER S,SINGER J E.Cognitive,social,and therapy[M]//Methods of Research in Psychotherapy.Bo- physiological determinants of emotional state[J].Psycho- ston,MA:Springer,1966:154-165 logical review,1962,69:379-399 [25]RINN W E.The neuropsychology of facial expression:a [13]OSGOOD C E.Dimensionality of the semantic space for review of the neurological and psychological mechan- communication via facial expressions[J].Scandinavian isms for producing facial expressions[J].Psychological journal of psychology,1966,7(1):1-30. bulletin,1984,95(152-77. [14]MEHRABIAN A,RUSSELL J A.An approach to envir- [26]EKMAN P.Lie catching and microexpressions[M]//The onmental psychology[M].[S.I.]The MIT Press,1974. Philosophy of Deception.[S.1.]Oxford University [15]RUSSELL J A.A circumplex model of affect[J].Journal Press.2009:118-136. of personality and social psychology,1980,39(6): [27]DU Shichuan,TAO Yong,MARTINEZ A M.Com- 1161-1178. pound facial expressions of emotion[J].PNAS,2014, [16]李晓明,傅小兰,邓国峰.中文简化版PAD情绪量表在 111(15):E1454-E1462. 京大学生中的初步试用[).中国心理卫生杂志,2008, [28]LI Shan,DENG Weihong.Blended emotion in-the-wild: 22(5)327-329 multi-label facial expression recognition using crowd- LI Xiaoming,FU Xiaolan,DENG Guofeng.Preliminary sourced annotations and deep locality feature learning[J]. application of the abbreviated PAD emotion scale to International journal of computer vision,2019,127(6/7): Chinese undergraduates[J.Chinese mental health journal, 884-906. 2008,22(5)327-329. 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[31]TRACY J L.ROBINS R W.Putting the self into self-con- [19]CORDARO D T,SUN Rui,KELTNER D,et al.Univer- scious emotions:a theoretical model[J.Psychological In- sals and cultural variations in 22 emotional expressions quiry,2004,15(2):103-125. across five cultures[J].Emotion (Washington,D C),2018, [32]CAMPOS B,SHIOTA M N,KELTNER D,et al.What is 18(1):75-93 shared,what is different?Core relational themes and ex- [20]梁静,颜文靖,吴奇,等.微表情研究的进展与展望[), pressive displays of eight positive emotions[J.Cognition 中国科学基金,2013,27(2):75-78,82 &emotion,2013,27(1):37-52.tion detection from text and speech: a survey[J]. Social network analysis and mining, 2018, 8(1): 1–26. ZHAO Huijuan, YE Ning, WANG Ruchuan. A survey on automatic emotion recognition using audio big data and deep learning architectures[C]//2018 IEEE 4th Interna￾tional Conference on Big Data Security on Cloud (Big￾DataSecurity), IEEE International Conference on High Performance and Smart Computing, (HPSC) and IEEE International Conference on Intelligent Data and Security. Omaha, IEEE, 2018: 139−142. [9] SHU Lin, XIE Jinyan, YANG Mingyue, et al. A review of emotion recognition using physiological signals[J]. Sensors (Basel, Switzerland), 2018, 18(7)–2074. [10] ALARCÃO S M, FONSECA M J. Emotions recognition using EEG signals: a survey[J]. IEEE transactions on af￾fective computing, 2019, 10(3): 374–393. [11] SCHACHTER S, SINGER J E. Cognitive, social, and physiological determinants of emotional state[J]. Psycho￾logical review, 1962, 69: 379–399. [12] OSGOOD C E. Dimensionality of the semantic space for communication via facial expressions[J]. Scandinavian journal of psychology, 1966, 7(1): 1–30. [13] MEHRABIAN A, RUSSELL J A. An approach to envir￾onmental psychology[M]. [S. l. ]: The MIT Press, 1974. [14] RUSSELL J A. A circumplex model of affect[J]. Journal of personality and social psychology, 1980, 39(6): 1161–1178. [15] 李晓明, 傅小兰, 邓国峰. 中文简化版 PAD 情绪量表在 京大学生中的初步试用 [J]. 中国心理卫生杂志, 2008, 22(5): 327–329. LI Xiaoming, FU Xiaolan, DENG Guofeng. Preliminary application of the abbreviated PAD emotion scale to Chinese undergraduates[J]. Chinese mental health journal, 2008, 22(5): 327–329. [16] WATSON D, TELLEGEN A. Toward a consensual struc￾ture of mood[J]. Psychological bulletin, 1985, 98(2): 219–235. [17] CORDARO D T, KELTNER D, TSHERING S, et al. The voice conveys emotion in ten globalized cultures and one remote village in Bhutan[J]. Emotion (Washington, D C), 2016, 16(1): 117–128. [18] CORDARO D T, SUN Rui, KELTNER D, et al. Univer￾sals and cultural variations in 22 emotional expressions across five cultures[J]. Emotion (Washington, D C), 2018, 18(1): 75–93. [19] 梁静, 颜文靖, 吴奇, 等. 微表情研究的进展与展望 [J]. 中国科学基金, 2013, 27(2): 75–78, 82. [20] LIANG Jing, YAN Wenjing, WU Qi, et al. Recent ad￾vances and future trends in microexpression research[J]. Bulletin of National Natural Science Foundation of China, 2013, 27(2): 75–78, 82. EKMAN P, FRIESEN W V. Nonverbal leakage and clues to deception[J]. Psychiatry, 1969, 32(1): 88–106. [21] YAN Wenjing, WU Qi, LIANG Jing, et al. How fast are the leaked facial expressions: the duration of micro-ex￾pressions[J]. Journal of nonverbal behavior, 2013, 37(4): 217–230. [22] EKMAN P. Darwin's contributions to our understanding of emotional expressions[J]. Philosophical transactions of the Royal Society of London Series B, Biological sci￾ences, 2009, 364(1535): 3449–3451. [23] HAGGARD E A, ISAACS K S. Micromomentary facial expressions as indicators of ego mechanisms in psycho￾therapy[M]// Methods of Research in Psychotherapy. Bo￾ston, MA: Springer, 1966: 154−165. [24] RINN W E. The neuropsychology of facial expression: a review of the neurological and psychological mechan￾isms for producing facial expressions[J]. Psychological bulletin, 1984, 95(1): 52–77. [25] EKMAN P. Lie catching and microexpressions[M]//The Philosophy of Deception. [S. l. ]: Oxford University Press, 2009: 118−136. [26] DU Shichuan, TAO Yong, MARTINEZ A M. Com￾pound facial expressions of emotion[J]. PNAS, 2014, 111(15): E1454–E1462. [27] LI Shan, DENG Weihong. Blended emotion in-the-wild: multi-label facial expression recognition using crowd￾sourced annotations and deep locality feature learning[J]. International journal of computer vision, 2019, 127(6/7): 884–906. [28] KELTNER D, TRACY J, SAUTER D A, et al. Expres￾sion of emotion[J]. Handbook of emotions, 2016: 467–482. [29] KELTNER D. Signs of appeasement: evidence for the distinct displays of embarrassment, amusement, and shame[J]. Journal of personality and social psychology, 1995, 68(3): 441–454. [30] TRACY J L, ROBINS R W. Putting the self into self-con￾scious emotions: a theoretical model[J]. Psychological In￾quiry, 2004, 15(2): 103–125. [31] CAMPOS B, SHIOTA M N, KELTNER D, et al. What is shared, what is different? Core relational themes and ex￾pressive displays of eight positive emotions[J]. Cognition & emotion, 2013, 27(1): 37–52. [32] 第 17 卷 智 能 系 统 学 报 ·1050·
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