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Is there universal recognition of emotion from facial expression? A review of the cross-cultural studies.
Abstract
Emotions are universally recognized from facial expressions--or so it has been claimed. To support that claim, research has been carried out in various modern cultures and in cultures relatively isolated from Western influence. A review of the methods used in that research raises questions of its ecological, convergent, and internal validity. Forced-choice response format, within-subject design, preselected photographs of posed facial expressions, and other features of method are each problematic. When they are altered, less supportive or nonsupportive results occur. When they are combined, these method factors may help to shape the results. Facial expressions and emotion labels are probably associated, but the association may vary with culture and is loose enough to be consistent with various alternative accounts, 8 of which are discussed.
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“Even critics of strong evolutionary accounts [31], [32] find that recognition of FEs of emotion are universally above chance and in many cases quite higher.”
From Survey on RGB, 3D, Thermal, and Multimodal Approaches for Facial Expression Recognition: History, Trends, and Affect-Related Applications (2016) · cites this paper as [31]
In the citing paper
“Recently, the problem of automatic face detection in an arbitrary scene has drawn great attention (e.g., see [74], [83], [85]).”
From Automatic analysis of facial expressions: the state of the art (2000) · cites this paper as [83]
Citations
Cites
Russell, J. A. (1980) · Journal of Personality and Social Psychology · doi:10.1037/h0077714 · Cited by 16,334
Self-citationThe Handbook of Social Psychology
Gravatt, A. E., Lindzey, G. E., & Aronson, F. (1969) · The Family Coordinator · doi:10.2307/582242 · Cited by 12,518
The expression of the emotions in man and animals.
Darwin, C. D. (1872) · J. Murray eBooks · doi:10.1037/10001-000 · Cited by 12,120
An argument for basic emotions
Ekman, P. (1992) · Cognition and Emotion · doi:10.1080/02699939208411068 · Cited by 9,646
Constants across cultures in the face and emotion.
Ekman, P., & Friesen, W. V. (1971) · Journal of Personality and Social Psychology · doi:10.1037/h0030377 · Cited by 5,509
Ekman, P. (1976) · Medical Entomology and Zoology · Cited by 4,345
Ekman, P. (1993) · American Psychologist · doi:10.1037/0003-066x.48.4.384 · Cited by 3,441
Parducci, A., & Helson, H. (1965) · The American Journal of Psychology · doi:10.2307/1421107 · Cited by 2,493
Ekman, P. (1992) · Psychological Review · doi:10.1037/0033-295x.99.3.550 · Cited by 2,376
Universals and cultural differences in facial expressions of emotion.
Ekman, P. (1972) · Medical Entomology and Zoology · Cited by 2,273
Cited by
Sorted by citations
Items 501–600 of 1,001
Mermillod, M., Vermeulen, N., Lundqvist, D., & Niedenthal, P. M. (2009) · Cognition · doi:10.1016/j.cognition.2008.11.009 · Cited by 44
“More generally, happy EFE seem to be easier to recognize than other EFE for human observers (Russell, 1994 for a review across different cultures).”
The emotion seen in a face can be a methodological artifact: The process of elimination hypothesis.
DiGirolamo, M. A., & Russell, J. A. (2016) · Emotion · doi:10.1037/emo0000247 · Cited by 47
Self-citationThe Evolutionary Psychology of Envy and Jealousy
Ramachandran, V. S., & Jalal, B. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.01619 · Cited by 53
“Human emotions are very poorly understood even though there is a long venerable tradition of research pertaining to them, going all the way back to Darwin’s “Expression of Emotions in Animals and Men” (Darwin, 1872; on emotions see also Ekman and Friesen, 1971; Izard, 1977; Wierzbicka, 1986; Russell, 1994; Oatley and…”
BackgroundGuo, F., Li, M., Qu, Q., & Duffy, V. G. (2019) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2019.1587938 · Cited by 44
“Considering the fact that humans are not perfectly accurate even when they recognize some typical human facial expressions (Carroll & Russell, 1996; Russell, 1994), the incomplete recognition of humanoid robots ’ emotional behaviors is reasonable.”
BackgroundInfluentialArtificial Neural Network Based Ensemble Approach for Multicultural Facial Expressions Analysis
Ali, G., Ali, A., Ali, F., Draz, U., Majeed, F., Yasin, S., Ali, T. M., & Haider, N. (2020) · IEEE Access · doi:10.1109/access.2020.3009908 · Cited by 49
“Russell [29] defined that emotions of anger, fear, and contempt are universal that naturally evolve through the culture.”
BackgroundAge-related differences in the ability to perceive sad facial expressions
MacPherson, S. E., Phillips, L. H., & Sala, S. D. (2006) · Aging Clinical and Experimental Research · doi:10.1007/bf03324838 · Cited by 46
Kowalska, M., & Wróbel, M. (2017) · Springer eBooks · doi:10.1007/978-3-319-28099-8_495-1 · Cited by 56
Cross-linguistic patterns of speech prosodic differences in autism: A machine learning study
Lau, J. C. Y., Patel, S. P., Kang, X., Nayar, K., Martin, G. E., Choy, J., Wong, P. C. M., & Losh, M. C. (2022) · PLoS ONE · doi:10.1371/journal.pone.0269637 · Cited by 46
van der Schyff, D., Schiavio, A., & Elliott, D. J. (2022) · The MIT Press eBooks · doi:10.7551/mitpress/12117.001.0001 · Cited by 50
Bernstein, A., & Brantz, H. (2012) · Cognitive Therapy and Research · doi:10.1007/s10608-012-9471-6 · Cited by 47
“Moreover, relative to other identified affective states, contempt has been scrutinized as a discrete emotion (Russell 1994). lower-order tolerance of specific affective states factors) derived by means of exploratory and confirmatory factor analyses.”
MethodLiew, J., Lench, H. C., Kao, G. S., Yeh, Y., & Kwok, O. (2014) · Anxiety Stress & Coping · doi:10.1080/10615806.2014.910303 · Cited by 50
“Fear is an emotion elicited by perceived threat or impending danger (Plutchik, 1980; Ekman & Friesen, 1971; see Russell, 1994) and serves the function of active avoidance of perceived danger (McNaughton & Corr, 2004; Rothbart & Bates, 2006).”
BackgroundWickline, V. B., Bailey, W., & Nowicki, S. (2009) · The Journal of Genetic Psychology · doi:10.3200/gntp.170.1.5-30 · Cited by 43
Bahreini, K., Nadolski, R. J., & Westera, W. (2016) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2016.1159799 · Cited by 45
“…by Paul Ekman (Ekman, 1972), and that has been widely investigated by other researchers (e.g. Jack, Garrod, Yub, Caldarac, & Schyns, 2012; Russell, 1994); instead, we have considered the disagreement between the raters for the face emotion recognition in a negotiation session, which was…”
BackgroundStavraki, M., Lamprinakos, G., Briñol, P., Petty, R. E., Karantinou, K., & Díaz, D. (2020) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2020.104085 · Cited by 46
“Indeed, surprise can sometimes be relatively unpleasant (e.g., Russell, 1994) and anger can sometimes be relatively pleasant (e.g., Netzer, Igra, Bar Anan, & Tamir, 2015).”
BackgroundBreugelmans, S. M., Ambadar, Z., Vaca, J. B., Poortinga, Y. H., Setiadi, B. N., Widiyanto, P., & Philippot, P. (2005) · Emotion · doi:10.1037/1528-3542.5.2.166 · Cited by 46
We have to talk about emotional AI and crime
Podoletz, L. (2022) · AI & Society · doi:10.1007/s00146-022-01435-w · Cited by 45
“…20 of the classification of the correlation between facial expressions and emotional states is subject to criticism and so is the hypothesis that there is a universal understanding of emotions such as anger or fear as these may be highly dependent on cultural context (Russell 1994).”
BackgroundAmericans and Palestinians judge spontaneous facial expressions of emotion.
Kayyal, M. H., & Russell, J. A. (2013) · Emotion · doi:10.1037/a0033244 · Cited by 42
Self-citationEmotions are understood from biological motion across remote cultures.
Parkinson, C. M., Walker, T., Memmi, S., & Wheatley, T. P. (2016) · Emotion · doi:10.1037/emo0000194 · Cited by 47
Recognition of facial expressions in a Japanese monkey (Macaca fuscata) and humans (Homo sapiens)
Kanazawa, S. (1996) · Primates · doi:10.1007/bf02382917 · Cited by 43
Emotional Intelligence Across Cultures: Theoretical and Methodological Considerations
Görgens‐Ekermans, G. (2009) · Plenum series on human exceptionality · doi:10.1007/978-0-387-88370-0_14 · Cited by 46
Heerdink, M. W., Koning, L. F., van Doorn, E. A., & van Kleef, G. A. (2019) · Cognition and Emotion · doi:10.1080/02699931.2018.1476324 · Cited by 55
García, A. M., & Ibáñez, A. M. (2014) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2014.00124 · Cited by 42
“In emotion recognition tasks, accuracy is significantly reduced when participants are not given a closed set of labels to choose from (38).”
BackgroundThe Stability of Facial Attractiveness: Is It What You’ve Got or What You Do with It?
Morrison, E. R., Morris, P., & Bard, K. A. (2013) · Journal of Nonverbal Behavior · doi:10.1007/s10919-013-0145-1 · Cited by 41
Detecting and categorizing fleeting emotions in faces.
Sweeny, T. D., Suzuki, S., Grabowecky, M., & Paller, K. A. (2012) · Emotion · doi:10.1037/a0029193 · Cited by 45
“…are easy to categorize (Rapcsak et al., 2000; Susskind, Littlewort, Bartlett, Movellan, & Anderson, 2007), easy to discriminate from other expressions (Maxwell & Davidson, 2004; Milders et al., 2008), and are recognized across cultures more consistently than other expressions (Russell, 1994).”
Human motions and emotions recognition inspired by LMA qualities
Ajili, I., Mallem, M., & Didier, J.-Y. (2018) · The Visual Computer · doi:10.1007/s00371-018-01619-w · Cited by 42
Mondloch, C. J., Nelson, N. L., & Horner, M. (2013) · PLoS ONE · doi:10.1371/journal.pone.0073605 · Cited by 44
A Test of the Ability to Recognize Emotion in the Facial Expressions of African American Adults
Nowicki, S., Glanville, D. N., & Rothman, A. D. (1998) · Journal of Black Psychology · doi:10.1177/00957984980243005 · Cited by 41
Japanese communication in intercultural encounters: the barrier of status-related behavior
Kowner, R. (2002) · International Journal of Intercultural Relations · doi:10.1016/s0147-1767(02)00011-1 · Cited by 41
Autism and the Dynamic Developmental Model of Emotions
Shanker, S. (2004) · Philosophy, psychiatry & psychology · doi:10.1353/ppp.2004.0068 · Cited by 30
Toward a Taxonomy of Affective Computing
Schwark, J. (2015) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2015.1064638 · Cited by 41
“…finding that many facial expressions are universal and found across cultures, many cultural and individual differences have also been found (Besel & Yuille, 2010; Elfenbein, Beaupre, Levesque, & Hess, 2007; Jack et al., 2012; Marsh, Elfenbein, & Ambady, 2003; Nisbett & Masuda, 2003; Russell, 1994).”
BackgroundCan a Humanoid Face be Expressive? A Psychophysiological Investigation
Lazzeri, N., Mazzei, D., Greco, A., Rotesi, A., Lanatà, A., & Rossi, D. E. D. (2015) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2015.00064 · Cited by 40
“…of possible answers was extended to avoid a strictly forcedchoice method and allow subjects to choose the label that best matched the expression in their opinion, as suggested in Russell’s review of the cross-cultural studies about the recognition of emotion from facial expressions (Russell, 1994).”
BackgroundMethodInfluentialTsihrintzis, G. A., Virvou, M. K., Alepis, E., & Σταθοπούλου, Ι. (2008) · International Conference on Information Technology: New Generations · doi:10.1109/itng.2008.152 · Cited by 40
Concepts and structures of emotions.
Shuman, V., & Scherer, K. R. (2014) · doi:10.4324/9780203148211-7 · Cited by 42
AI weighs in on debate about universal facial expressions
Barrett, L. F. (2020) · Nature · doi:10.1038/d41586-020-03509-5 · Cited by 40
Liu, M., Duan, Y., Ince, R. A. A., Chen, C., Garrod, O., Schyns, P. G., & Jack, R. E. (2021) · Current Biology · doi:10.1016/j.cub.2021.10.035 · Cited by 46
“Therefore, we explicitly used a behavioral task that does not force participants to select unrepresentative facial expressions as representing emotion messages—i.e., building artificial relationships between stimuli and perceptions (e.g., see Rus-sell 96 for discussion)—and thus enables participants to separate the fac…”
Formant Characteristics of Human Laughter
Szameitat, D. P., Darwin, C. J., Szameitat, A. J., Wildgruber, D., & Alter, K. (2010) · Journal of Voice · doi:10.1016/j.jvoice.2009.06.010 · Cited by 40
Horstmann, G. (2002) · Emotion · doi:10.1037/1528-3542.2.3.297 · Cited by 40
Chen, C., Hensel, L. B., Duan, Y., Ince, R. A. A., Garrod, O. G. B., Beskow, J., Jack, R. E., & Schyns, P. G. (2019) · 2019 14th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2019) · doi:10.1109/fg.2019.8756570 · Cited by 41
“Whereas all six facial expressions are recognized with comparably high accuracy in Western cultures, facial expressions such as fear, disgust, and anger elicit significantly lower accuracy in a number of other cultures [17, 18, see also reviews of 19, 20].”
BackgroundCoordinating Behaviors: Is social interaction scripted?
Eickers, G. (2022) · Journal for the Theory of Social Behaviour · doi:10.1111/jtsb.12357 · Cited by 45
Universal interpretations of vocal music
Yurdum, L., Singh, M., Glowacki, L., Vardy, T., Atkinson, Q. D., Hilton, C. B., Sauter, D. A., Krasnow, M. M., & Mehr, S. A. (2023) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2218593120 · Cited by 39
“A second limitation of our study is that the use of rating scales may have biased participants toward evaluating each song within a cultural framework that they may not share and could have primed participants to interpret stimuli within given constraints (46, 47).”
BackgroundMini review: Challenges in EEG emotion recognition
Zhang, Z., Mir, J. M. F., & Mateu, L. G. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1289816 · Cited by 46
“Laboratory settings may be too rigid and artificial, failing to reflect real emotional experiences in daily life (Russell, 1994).”
Mondloch, C. J., Horner, M., & Mian, J. (2012) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2012.06.003 · Cited by 39
Nelson, N. L., & Mondloch, C. J. (2017) · Visual Cognition · doi:10.1080/13506285.2017.1301615 · Cited by 39
“…investigated adults’ perception of facial displays of emotion, how that perception develops during infancy and childhood (Quinn et al., 2011; Widen, 2013; Widen & Russell, 2008), and the extent to which these perceptions are consistent across cultures (Engelmann & Pogosyan, 2013; Russell, 1994).”
BackgroundToward a consensual taxonomy of emotions
Keltner, D. J. (2019) · Cognition & Emotion · doi:10.1080/02699931.2019.1574397 · Cited by 51
“The photos are prototypes, even caricatures, perhaps rarely observed in everyday social life, as Jim Russell and others have long noted (Russell, 1994).”
BackgroundCulture in Emotional Development
Yang, Y., & Wang, Q. (2019) · Springer eBooks · doi:10.1007/978-3-030-17332-6_22 · Cited by 40
Locating the neutral expression in the facial-emotion space
Shah, R., & Lewis, M. B. (2003) · Visual Cognition · doi:10.1080/13506280244000203a · Cited by 39
What are emotions and how are they created in the brain?
Lindquist, K. A., Wager, T. D., Bliss‐Moreau, E., Hedy Kober, A., & Barrett, L. F. (2012) · Behavioral and Brain Sciences · doi:10.1017/s0140525x1100183x · Cited by 38
Garrido, M. V., Lopes, D., Prada, M., Rodrigues, D. L., Jerónimo, R., & Mourão, R. P. (2016) · Behavior Research Methods · doi:10.3758/s13428-016-0790-5 · Cited by 44
“, Grill-Spector & Kanwisher, 2005), emotion recognition (e.g., Calvo & Nummenmaa, 2016; Russell, 1994), gender discrimination, and age recognition (e.”
BackgroundExpression and the Course of Life
Keltner, D. J. (2003) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1280.011 · Cited by 38
Haptic communication of dimensions of emotions using air jet based tactile stimulation
Tsalamlal, M. Y., Ouarti, N., Martin, J., & Ammi, M. (2014) · Journal on Multimodal User Interfaces · doi:10.1007/s12193-014-0162-3 · Cited by 41
“This three-dimensional affective space called PAD is frequently used to analyze emotion related continuous ratings of subjective experiences [33,34].”
BackgroundRobust Computer Vision: Theory and Applications
Sebe, N., & Lew, M. S. (2003) · Cited by 38
The relational correspondence between category exemplars and names
Jameson, K. A., & Alvarado, N. (2003) · Philosophical Psychology · doi:10.1080/0951508032000067752 · Cited by 38
Emotion in Organizations: A Review in StagesPreprint
Elfenbein, H. A. (2007) · RePEc: Research Papers in Economics · Cited by 38
Anderson, C. L., Monroy, M., & Keltner, D. (2018) · Emotion · doi:10.1037/emo0000378 · Cited by 37
“More generally, these data are germane to recent claims that emotions are not communicated in distinct patterns of expressive behavior (Barrett, 2011; Russell, 1994; Russell, Bachorowski, & Fernández-Dols, 2003).”
BackgroundDepression Severity Estimation from Multiple Modalities
Stepanov, E. A., Lathuilière, S., Chowdhury, S. A., Ghosh, A., Vieriu, R.-L., Sebe, N., & Riccardi, G. (2018) · IEEE International Conference on e-Health Networking, Applications and Services (Healthcom) · doi:10.1109/healthcom.2018.8531119 · Cited by 44
de Souza, L. C., Bertoux, M., de Faria, Â. R. V., Corgosinho, L. T. S., Prado, A. C. D. A., Barbosa, I. G., Caramelli, P., Colosimo, E. A., & Teixeira, A. L. (2018) · International Psychogeriatrics · doi:10.1017/s1041610218000443 · Cited by 37
“In the current study, we did not find differences between French and Brazilians in emotion recognition, differently from a previous study (Russell, 1994), which found that, compared to French subjects, Brazilians scored lower in the recognition of surprise, anger, and fear; and better in happiness, sadness, and disgus…”
BackgroundResultInfluentialSocial touch — a tool rather than a signal
Schirmer, A., Croy, I., & Schweinberger, S. R. (2022) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2021.101100 · Cited by 38
Introducing PrEmo2: New Directions for the Non-Verbal Measurement of Emotion in Design
Laurans, G., & Desmet, P. (2019) · Data Archiving and Networked Services (DANS) · doi:10.5281/zenodo.2596967 · Cited by 37
Acoustic correlates of emotional dimensions in laughter: Arousal, dominance, and valence
Szameitat, D. P., Darwin, C. J., Wildgruber, D., Alter, K., & Szameitat, A. J. (2010) · Cognition & Emotion · doi:10.1080/02699931.2010.508624 · Cited by 37
“While many authors agree with this notion (Davitz, 1964c; Scherer, 1985), others claim that portrayals express cultural stereotypes in which acoustical parameters might be overemphasised (Russell, 1994).”
BackgroundEmotion Socialization in the Family with an Emphasis on Culture
Camras, L. A., Shuster, M. M., & Fraumeni, B. R. (2013) · Contributions to human development · doi:10.1159/000354355 · Cited by 42
Wang, Y., Zhu, Z., Chen, B., & Fang, F. (2018) · Cognition & Emotion · doi:10.1080/02699931.2018.1491831 · Cited by 36
The Acquisition and Structure of Emotional Response Categories
Niedenthal, P. M., & Halberstadt, J. B. (1995) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/s0079-7421(08)60371-0 · Cited by 39
McStay, A., & Urquhart, L. (2019) · First Monday · doi:10.5210/fm.v24i10.9457 · Cited by 36
The Eyes Have It: Psychotherapy in the Era of Masks
Mitzkovitz, C. M., Dowd, S. M., Cothran, T. P., & Musil, S. (2022) · Journal of Clinical Psychology in Medical Settings · doi:10.1007/s10880-022-09856-x · Cited by 35
“According to Ekman’s oft-used model, the six cardinal emotions are happiness, sadness, fear, surprise, disgust, and anger, although many other emotional states can be expressed in the face, such as pride or embarrassment (Ekman & Cordaro, 2011; Keltner & Cordaro, 2017; Russell, 1994).”
MethodThe influence of micro-expressions on deception detection
Yildirim, S., Chimeumanu, M. S., & Rana, Z. A. (2023) · Multimedia Tools and Applications · doi:10.1007/s11042-023-14551-6 · Cited by 41
“However this claim has been refuted by some controversies [43].”
ResultPhysiological Response Measurements
Bergstrom, J. R., Duda, S., Hawkins, D., & McGill, M. (2014) · Elsevier eBooks · doi:10.1016/b978-0-12-408138-3.00004-2 · Cited by 36
Feel the Heat: Emotion Detection in Arabic Social Media Content
Rabie, O., & Sturm, C. (2014) · Cited by 35
Nelson, N. L., & Russell, J. A. (2014) · Emotion · doi:10.1037/a0036789 · Cited by 33
Self-citationD’Mello, S. K. (2015) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2015.2457413 · Cited by 34
“However, the links between affective expressions and affective states are not as clear-cut as was previously assumed [33], [59], [60], [61], so observers must grapple with considerable ambiguity in making these inferences.”
BackgroundUsing Facially Expressive Robots to Calibrate Clinical Pain Perception
Moosaei, M., Das, S. K., Popa, D. O., & Riek, L. D. (2017) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/2909824.3020216 · Cited by 38
“They suggested that a semi-forced choice method is less strict than a forced choice method [57], and that it is easier to interpret findings in the semi-forced choice paradigm compared with a free-choice paradigm.”
MethodTerada, K., & Takeuchi, C. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00724 · Cited by 37
“…were selected from a small, culturally homogeneous population and the gender ratio was not controlled, studies have suggested that culture (Russell, 1994; Hess et al., 2000; Mandal and Ambady, 2004) and gender (Hess et al., 2000; Mussel et al., 2014) influence the expression and…”
BackgroundNon-verbal evaluation of retail service encounters through consumers’ facial expressions
Pantano, E. (2020) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106448 · Cited by 37
The Role of Body Postures in the Recognition of Emotions in Contextually Rich Scenarios
Stéphanie Buisine, A., Courgeon, M., Charles, A., Clavel, C., Martin, J., Tan, N., & Grynszpan, O. (2013) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2013.802200 · Cited by 35
“Our results are globally consistent with previous findings with static pictures of human facial expressions (Russell, 1994) with high recognition rates for sadness, anger, surprise, and some confusion between disgust and anger.”
MethodResultSeparated by a Common Language
Marsh, A. A., Elfenbein, H. A., & Ambady, N. (2007) · Journal of Cross-Cultural Psychology · doi:10.1177/0022022107300275 · Cited by 35
“…is evidence that recognition accuracy decreases with increasing cultural and physical distance between the expresser’s and perceiver’s cultures (e.g., Camras, Oster, Campos, Miyake, & Bradshaw, 1997; Ekman, 1972, 1997; Elfenbein & Ambady, 2002; Mesquita, Frijda, & Scherer, 1997; Russell, 1994).”
BackgroundInfluentialUsing automated facial expression analysis for emotion and behavior prediction
Ahn, S. J., Bailenson, J. N., Fox, J., & Jabon, M. E. (2015) · Routledge eBooks · doi:10.4324/9780203885390.ch20 · Cited by 35
Crowdsourcing affective responses for predicting media effectiveness
McDuff, D. (2014) · DSpace@MIT (Massachusetts Institute of Technology) · Cited by 35
Smith, R. S., Persich, M. R., Chuning, A. E., Cloonan, S., Woods‐Lubbert, R., Skalamera, J., Berryhill, S. M., Weihs, K. L., Lane, R. D., Allen, J. J. B., et al. (2023) · Emotion · doi:10.1037/emo0001237 · Cited by 50
Perception of Emotions and Body Movement in the Emilya Database
Fourati, N., & Pélachaud, C. (2016) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2016.2591039 · Cited by 34
The emotion–facial expression link: evidence from human and automatic expression recognition
Tcherkassof, A., & Dupré, D. (2020) · Psychological Research · doi:10.1007/s00426-020-01448-4 · Cited by 34
“Research on the inference of emotions from facial expressions has established that perceivers show considerable agreement that the so-called basic emotions are associated with specific facial displays (e.g., reviews from Elfenbein & Ambady, 2002; Russell, 1994).”
BackgroundPerception of Emotions in the Hand Movement Quality of Finnish Sign Language
Hietanen, J. K., Leppänen, J. M., & Lehtonen, U. (2004) · Journal of Nonverbal Behavior · doi:10.1023/b:jonb.0000017867.70191.68 · Cited by 34
EmoSnaps: a mobile application for emotion recall from facial expressions
Niforatos, E., & Karapanos, E. (2014) · Personal and Ubiquitous Computing · doi:10.1007/s00779-014-0777-0 · Cited by 39
“(a) Are participants able to recognize their emotions on self-face pictures captured during mobile device usage? Given prior literature [3, 4], one would expect participants to be able to accurately recognize their own emotions given a self-face picture.”
BackgroundMattioli, M., & Cabitza, F. (2024) · Machine Learning and Knowledge Extraction · doi:10.3390/make6040109 · Cited by 47
“Thus, many scholars challenge this simplistic view of emotions and argue that emotions are better understood as flexible patterns shaped by cultural and social factors rather than as specific universal facial movements [5,7,10–13].”
Affect Recognition in Traumatic Brain Injury
Zupan, B., & Neumann, D. M. (2013) · Journal of Head Trauma Rehabilitation · doi:10.1097/htr.0b013e31829dded6 · Cited by 33
Applying the Verifiability Approach in an international airport setting
Jupe, L. M., Leal, S., Vrij, A., & Nahari, G. (2017) · Psychology Crime and Law · doi:10.1080/1068316x.2017.1327584 · Cited by 35
“…exist in non-verbal behaviour (e.g. Cheng & Broadhurst, 2005), speech (Samovar, Porter, McDaniel, & Roy, 2015; Taylor, Larner, Conchie, & van der Zee, S, 2015; Warmelink, Vrij, Mann, Jundi, & Granhag, 1985), basic human values (Schwartz et al., 2001) and facial expression (Russell, 1994).”
Oxytocin and Facial Emotion Recognition
Ellenbogen, M. A. (2017) · Current topics in behavioral neurosciences · doi:10.1007/7854_2017_20 · Cited by 34
Context facilitates performance on a classic cross-cultural emotion perception task.
Hoemann, K., Crittenden, A. N., Mangola, S. M., Liu, Q., Li, C., Roberson, D. D., Ruark, G. A., Gendron, M., & Barrett, L. F. (2018) · Emotion · doi:10.1037/emo0000501 · Cited by 35
Development and Standardization of Extended ChaeLee Korean Facial Expressions of Emotions
Lee, K., Kim, J., Yeon, B., Kim, S., & Chae, J. (2013) · Psychiatry Investigation · doi:10.4306/pi.2013.10.2.155 · Cited by 33
Context effects on the judgment of basic emotions in the face
Tanaka‐Matsumi, J., Attivissimo, D. A., Nelson, S., & D'Urso, T. (1995) · Motivation and Emotion · doi:10.1007/bf02250567 · Cited by 33
Measuring the speed of recognising facially expressed emotions
Hildebrandt, A., Schacht, A., Sommer, W., & Wilhelm, O. (2012) · Cognition & Emotion · doi:10.1080/02699931.2011.602046 · Cited by 33
“Although not undisputed (e.g., Hess & Thibault, 2009; Russell, 1994), crosscultural studies designed to investigate the universality of emotion expressions strongly supported high accuracy levels for recognising so-called basic emotions (Izard, 1971).”
BackgroundCategorical and Dimensional Decoding of Emotional Intonations in Patients with Focal Brain Lesions
Peper, M., & Irle, E. (1997) · Brain and Language · doi:10.1006/brln.1997.1789 · Cited by 33
The Decoding of Emotional Concepts in Patients with Focal Cerebral Lesions
Peper, M., & Irle, E. (1997) · Brain and Cognition · doi:10.1006/brcg.1997.0913 · Cited by 33
Wolf, K., Raedler, T. J., Henke, K. B., Kiefer, F., Maß, R., Quante, M., & Wiedemann, K. (2005) · Pain Research and Management · doi:10.1155/2005/643075 · Cited by 33
Culture, Emotion, and Expression
Matsumoto, D., & Hwang, H. C. (2019) · Wiley eBooks · doi:10.1002/9781119519348.ch24 · Cited by 35
Extending emotion science to the study of discrete emotions in infants
Izard, C. E., Woodburn, E. M., & Finlon, K. J. (2010) · Emotion Review · doi:10.1177/1754073909355003 · Cited by 32
“The results of such studies are controversial even with adult expressions and participants (Russell, 1994; cf., Shweder, 1993).”
ResultCulture and biology in emotional development
Fischer, K. W., Wang, L., Kennedy, B. P., & Cheng, C. (1998) · New Directions for Child and Adolescent Development · doi:10.1002/cd.23219988004 · Cited by 32
Du, S., & Martı́nez, A. M. (2013) · Journal of Vision · doi:10.1167/13.4.13 · Cited by 32
Genetic algorithms reveal profound individual differences in emotion recognition
Binetti, N., Roubtsova, N. S., Carlisi, C. O., Cosker, D. P., Viding, E. M., & Mareschal, I. (2022) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2201380119 · Cited by 36
Selective attention modulates high-frequency activity in the face-processing network
Müsch, K., Hamamé, C. M., Perrone‐Bertolotti, M., Minotti, L., Kahane, P., Engel, A. K., Lachaux, J.-P., & Schneider, T. R. (2014) · Cortex · doi:10.1016/j.cortex.2014.06.006 · Cited by 35
“Therefore, happy facial expressions were chosen as targets because they yield higher recognition scores than any other facial expression (Russell, 1994).”
Cross-Cultural Patterns in Dynamic Ratings of Positive and Negative Natural Emotional Behaviour
Sneddon, I., McKeown, G. J., McRorie, M., & Vukicevic, T. (2011) · PLoS ONE · doi:10.1371/journal.pone.0014679 · Cited by 32
“In a critique of the universal recognition hypothesis Russell [17] suggested that agreement on dimensions such as valence and arousal may be universal, but that recognition of more discrete categories of emotion such as happiness or anger may be culture specific.”
BackgroundInfluentialDeficits in Facial Emotion Recognition in Schizophrenia: A Replication Study with Korean Subjects
Lee, S. J., Lee, H., Kweon, Y., Lee, C. T., & Lee, K. (2010) · Psychiatry Investigation · doi:10.4306/pi.2010.7.4.291 · Cited by 32
Metadata
- Authors
- Russell, J. A.
- Affiliations
- University of British Columbia (CA)
- Corresponding author
- Russell, James A.
- ORCID
- Russell, James A.
- Venue
- Psychological Bulletin
- Published
- 1994
- Volume
- 115
- Issue
- 1
- Pages
- 102-141
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W1975238145
- Cited by
- 1,640
- References
- 168
- Citations by year
- 2026: 39 · 2025: 49 · 2024: 58 · 2023: 73 · 2022: 76 · 2021: 77 · 2020: 65 · 2019: 107 · 2018: 80 · 2017: 78 · 2016: 82 · 2015: 72 · 2014: 67 · 2013: 77 · 2012: 66
- FWCI
- 12.66
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Bulletin (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Social Sciences › Psychology › Social Psychology › Cultural Differences and Values
- Physical Sciences › Computer Science › Artificial Intelligence › Emotion and Mood Recognition
- Keywords
- facial expressions, emotion recognition, universal emotions, cross-cultural comparison, within-subjects design, ecological validity, convergent validity, internal validity, emotion labels, cultural variation in emotion
- MeSH terms
- Cross-Cultural Comparison, Discrimination, Psychological, Emotions, Facial Expression, Humans, Judgment, Research Design, Visual Perception
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