표상 유사성 분석을 이용한 연령별 얼굴 정서 차원 비교
Comparison Between Core Affect Dimensional Structures of Different Ages using Representational Similarity Analysis
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초록
기존의 연령별 얼굴정서 인식 비교 연구에서는 정서별로 연령 간에 어떤 차이가 있는지 밝혔다. 이에 Kim(2021) 연구에서는 개별 정서가 아닌 정서공간에서 표상된 정서를 연령 간 비교하였다는 점에서 의의가 있으나, 기술적(descriptive) 비교만 시행하였을 뿐, 통계적 유의미 검증을 하지 않았다는 한계가 있다. 본 연구에서는 표상 유사성분석(representational similarity analysis) 방법을 통해 연령간 실제 데이터 및 정서 모델 유사성행렬을 직접적으로비교하였다. 또한 개인차 다차원척도법(individual differences multidimensional scaling)을 통해 연령간 정서 차원에대한 비중을 비교하였다. 그 결과 실제 데이터 비교에서 노년 집단은 청년 및 중년 집단과 가장 유사하지 않았으며, 쾌불쾌 차원이 포함된 정서 모델과의 유사성 비교에서도 가장 유사하지 않았다. 또한 노년 집단은 각성 차원에 대한비중이 청년 및 중년 집단과 유사하지 않음이 발견되었다. 본 연구는 실제 데이터, 정서 모델, 그리고 정서 차원비중이라는 세 가지 측정치에 대해 노년 집단과 청년 및 중년 집단과의 차이를 통계적으로 검증하였다는 점에서의의가 있다.
Abstract
Previous emotion studies employing facial expressions have focused on the differences between age groups for each of the emotion categories. Instead, Kim (2021) has compared representations of facial expressions in the lower-dimensional emotion space. However, he reported descriptive comparisons without statistical significance testing. This research used representational similarity analysis (Kriegeskorte et al., 2008) to directly compare empirical datasets from young, middle-aged, and old groups and conceptual models. In addition, individual differences multidimensional scaling (Carroll & Chang, 1970) was conducted to explore individual weights on the emotional dimensions for each age group. The results revealed that the old group was the least similar to the other age groups in the empirical datasets and the valence model. In addition, the arousal dimension was the least weighted for the old group compared to the other groups. This study directly tested the differences between the three age groups in terms of empirical datasets, conceptual models, and weights on the emotion dimensions.
참고문헌 (31)
- Jeffrey S. Anastasi, "An own-age bias in face recognition for children and older adults", Psychonomic Bulletin & Review, 12(6), pp.1043~1047 (2005), Springer Science and Business Media LLC[DOI]
- Lisa Feldman Barrett, "Advances in Experimental Social Psychology (Vol. 41)", pp.167~218 (2009), Academic Press
- Calder, A. J., "Facial expression recognition across the adult life span", Neuropsychologia, 41(2), pp.195~202 (2003)
- Carroll, J. D., "Analysis of individual differences in multidimensional scaling via an N-way generalization of"Eckart-Young"decomposition", Psychometrika, 35(3), pp.283~319 (1970)
- Pin-Hao A. Chen, "Intersubject representational similarity analysis reveals individual variations in affective experience when watching erotic movies", NeuroImage, 216, pp.116851~ (2020), Elsevier BV[DOI]
- 최현숙, "다양한 인종의 얼굴표정에 대한 정서인식: 초등학생과 대학생 집단의 비교", 한국심리학회지: 발달, 27(1), pp.19~31 (2014), 한국심리학회 산하 한국발달심리학회
- Dailey, M. N., "Evidence and a computational explanation of cultural differences in facial expression recognition", Emotion, 10(6), pp.874~893 (2010)
- Natalie C. Ebner, "FACES—A database of facial expressions in young, middle-aged, and older women and men: Development and validation", Behavior Research Methods, 42(1), pp.351~362 (2010), Springer Science and Business Media LLC[DOI]
- Ekman, P., "Basic emotions", Handbook of Cognition and Emotion, 98(45-60), pp.16~ (1999)
- Emily S. Finn, "Idiosynchrony: From shared responses to individual differences during naturalistic neuroimaging", NeuroImage, 215, pp.116828~ (2020), Elsevier BV[DOI]
- Gable, P. A., "Approachmotivated positive affect reduces breadth of attention", Psychological Science, 19(5), pp.476~482 (2008)
- Chuanji Gao, "Modality-general and modality-specific audiovisual valence processing", Cortex, 138, pp.127~137 (2021), Elsevier BV[DOI]
- Grühn, D., "Age-related differences in valence and arousal ratings of pictures from the International Affective Picture System (IAPS): Do ratings become more extreme with age?", Behavior Research Methods, 40, pp.512~521 (2008)
- Hasson, U., "Intersubject synchronization of cortical activity during natural vision", Science, 303(5664), pp.1634~1640 (2004)
- 김인익, "참가자 간 상관분석을 활용한 ASMR 자극에 대한 개인 간 정서 반응 일관성", 한국심리학회지: 인지 및 생물, 34(2), pp.121~133 (2022), 한국인지및생물심리학회[DOI]
- 김종완, "다양한 연령의 얼굴 정서 표상: 다차원척도법 연구", 감성과학, 24(3), pp.71~80 (2021), 한국감성과학회[DOI]
- Kriegeskorte, N., "Representational similarity analysis-connecting the branches of systems neuroscience", Frontiers in Systems Neuroscience, 2, pp.4~ (2008)
- Allison C. Lamont, "Face recognition and aging: Effects of target age and memory load", Memory & Cognition, 33(6), pp.1017~1024 (2005), Springer Science and Business Media LLC[DOI]
- 이경욱, "노인에서 정서 인식의 저하", 신경정신의학, 44(2), pp.259~263 (2005), 대한신경정신의학회
- Yuanqing Li, "Selective Audiovisual Semantic Integration Enabled by Feature-Selective Attention", Scientific Reports, 6(1) (2016), Springer Science and Business Media LLC[DOI]
- Murray, T., "The role of stimulus-based cues and conceptual information in processing facial expressions of emotion", Cortex, 144, pp.109~132 (2021)
- Jonathan Posner, "The neurophysiological bases of emotion: An fMRI study of the affective circumplex using emotion‐denoting words", Human Brain Mapping, 30(3), pp.883~895 (2008), Wiley[DOI]
- Prunty, J. E., "Infants show pupil dilatory responses to happy and angry facial expressions", Developmental Science, 25(2), pp.e13182~ (2022)
- James A. Russell, "A circumplex model of affect.", Journal of Personality and Social Psychology, 39(6), pp.1161~1178 (1980), American Psychological Association (APA)[DOI]
- Peter Salovey, "Emotion, disclosure, & health", pp.125~154 (1995), American Psychological Association
- Said, C. P., "Distributed representations of dynamic facial expressions in the superior temporal sulcus", Journal of Vision, 10(5), pp.1~12 (2010)
- Smith, D. P., "Influences of age on emotional reactivity during picture processing", Journal of Gerontology:Psychological Sciences, 60B, pp.49~56 (2005)
- Soh, Y., "Adult age differences in facial emotion recognition", The Korean Psychololgy Conference, 365 (2015)
- Stone, V. E., "Left hemisphere representations of emotional facial expressions", Neuropsychologia, 34(1), pp.23~29 (1996)
- Sullivan, S., "Emotion recognition deficits in the elderly", International Journal of Neuroscience, 114(3), pp.403~432 (2004)
- West, J. T., "Age effects on emotion recognition in facial displays : From 20 to 89 years of age", Experimental Aging Research, 38(2), pp.146~168 (2012)