메뉴 건너뛰기




Volumn 20, Issue 4, 2020, Pages 642-658

(Not) Hearing Happiness: Predicting Fluctuations in Happy Mood From Acoustic Cues Using Machine Learning

Author keywords

acoustic analysis; experience sampling; happiness; happy mood; machine learning

Indexed keywords

ADULT; ASSOCIATION; EMOTION; FEMALE; HAPPINESS; HUMAN; MACHINE LEARNING; MALE; PHYSIOLOGY; YOUNG ADULT;

EID: 85061440982     PISSN: 15283542     EISSN: 19311516     Source Type: Journal    
DOI: 10.1037/emo0000571     Document Type: Article
Times cited : (10)

References (63)
  • 1
    • 85065194790 scopus 로고    scopus 로고
    • Retrieved from
    • Affectiva. (2018). Affectiva automotive AI. Retrieved from https://www.affectiva.com/product/affectiva-automotive-ai/
    • (2018) Affectiva automotive AI
  • 3
    • 80053236122 scopus 로고    scopus 로고
    • “… And how about now?”: Effects of item redundancy on contextualized self-reports of personality
    • Baird, B. M., & Lucas, R. E. (2011). “… And how about now?”: Effects of item redundancy on contextualized self-reports of personality. Journal of Personality, 79, 1081–1112. http://dx.doi.org/10.1111/j.1467-6494.2011.00716.x
    • (2011) Journal of Personality , vol.79 , pp. 1081-1112
    • Baird, B. M.1    Lucas, R. E.2
  • 4
    • 0030093965 scopus 로고    scopus 로고
    • Acoustic profiles in vocal emotion expression
    • Banse, R., & Scherer, K. R. (1996). Acoustic profiles in vocal emotion expression. Journal of Personality and Social Psychology, 70, 614–636. http://dx.doi.org/10.1037/0022-3514.70.3.614
    • (1996) Journal of Personality and Social Psychology , vol.70 , pp. 614-636
    • Banse, R.1    Scherer, K. R.2
  • 6
    • 85195679350 scopus 로고    scopus 로고
    • Retrieved from
    • Beyond Verbal. (2018). Virtual private assistant. Retrieved from https://craft.co/beyond-verbal
    • (2018) Virtual private assistant
  • 8
    • 85021092107 scopus 로고    scopus 로고
    • Exploring beyond simple demographic variables: Differences between traditional laboratory samples and crowdsourced online samples on the Big Five personality traits
    • Colman, D. E., Vineyard, J., & Letzring, T. D. (2018). Exploring beyond simple demographic variables: Differences between traditional laboratory samples and crowdsourced online samples on the Big Five personality traits. Personality and Individual Differences, 133, 41–46. http://dx.doi.org/10.1016/j.paid.2017.06.023
    • (2018) Personality and Individual Differences , vol.133 , pp. 41-46
    • Colman, D. E.1    Vineyard, J.2    Letzring, T. D.3
  • 9
    • 81855182842 scopus 로고    scopus 로고
    • Experience sampling methods: A modern idiographic approach to personality research
    • Conner, T. S., Tennen, H., Fleeson, W., & Barrett, L. F. (2009). Experience sampling methods: A modern idiographic approach to personality research. Social and Personality Psychology Compass, 3, 292–313. http://dx.doi.org/10.1111/j.1751-9004.2009.00170.x
    • (2009) Social and Personality Psychology Compass , vol.3 , pp. 292-313
    • Conner, T. S.1    Tennen, H.2    Fleeson, W.3    Barrett, L. F.4
  • 10
    • 84955347945 scopus 로고    scopus 로고
    • The voice conveys emotion in ten globalized cultures and one remote village in Bhutan
    • Cordaro, D. T., Keltner, D., Tshering, S., Wangchuk, D., & Flynn, L. M. (2016). The voice conveys emotion in ten globalized cultures and one remote village in Bhutan. Emotion, 16, 117–128. http://dx.doi.org/10.1037/emo0000100
    • (2016) Emotion , vol.16 , pp. 117-128
    • Cordaro, D. T.1    Keltner, D.2    Tshering, S.3    Wangchuk, D.4    Flynn, L. M.5
  • 12
    • 82855168069 scopus 로고    scopus 로고
    • Temporal patterns of happiness and information in a global social network: Hedonometrics and Twitter
    • Dodds, P. S., Harris, K. D., Kloumann, I. M., Bliss, C. A., & Danforth, C. M. (2011). Temporal patterns of happiness and information in a global social network: Hedonometrics and Twitter. PLoS ONE, 6, e26752. http://dx.doi.org/10.1371/journal.pone.0026752
    • (2011) PLoS ONE , vol.6 , pp. e26752
    • Dodds, P. S.1    Harris, K. D.2    Kloumann, I. M.3    Bliss, C. A.4    Danforth, C. M.5
  • 13
    • 85014283711 scopus 로고    scopus 로고
    • A meta-analysis of correlations between depression and first person singular pronoun use
    • Edwards, T., & Holtzman, N. S. (2017). A meta-analysis of correlations between depression and first person singular pronoun use. Journal of Research in Personality, 68, 63–68. http://dx.doi.org/10.1016/j.jrp.2017.02.005
    • (2017) Journal of Research in Personality , vol.68 , pp. 63-68
    • Edwards, T.1    Holtzman, N. S.2
  • 16
    • 0032382719 scopus 로고    scopus 로고
    • Independence and bipolarity in the structure of current affect
    • Feldman Barrett, L., & Russell, J. A. (1998). Independence and bipolarity in the structure of current affect. Journal of Personality and Social Psychology, 74, 967–984. http://dx.doi.org/10.1037/0022-3514.74.4.967
    • (1998) Journal of Personality and Social Psychology , vol.74 , pp. 967-984
    • Feldman Barrett, L.1    Russell, J. A.2
  • 17
    • 85014647287 scopus 로고    scopus 로고
    • The incremental validity of average state self-reports over global self-reports of personality
    • Finnigan, K. M., & Vazire, S. (2018). The incremental validity of average state self-reports over global self-reports of personality. Journal of Personality and Social Psychology, 115, 321–337. http://dx.doi.org/10.1037/pspp0000136
    • (2018) Journal of Personality and Social Psychology , vol.115 , pp. 321-337
    • Finnigan, K. M.1    Vazire, S.2
  • 18
    • 84897951819 scopus 로고    scopus 로고
    • Reliability estimation in a multilevel confirmatory factor analysis framework
    • Geldhof, G. J., Preacher, K. J., & Zyphur, M. J. (2014). Reliability estimation in a multilevel confirmatory factor analysis framework. Psychological Methods, 19, 72–91. http://dx.doi.org/10.1037/a0032138
    • (2014) Psychological Methods , vol.19 , pp. 72-91
    • Geldhof, G. J.1    Preacher, K. J.2    Zyphur, M. J.3
  • 19
    • 85002202399 scopus 로고    scopus 로고
    • Using smartphones to collect behavioral data in psychological science: Opportunities, practical considerations, and challenges
    • Harari, G. M., Lane, N. D., Wang, R., Crosier, B. S., Campbell, A. T., & Gosling, S. D. (2016). Using smartphones to collect behavioral data in psychological science: Opportunities, practical considerations, and challenges. Perspectives on Psychological Science, 11, 838–854. http://dx.doi.org/10.1177/1745691616650285
    • (2016) Perspectives on Psychological Science , vol.11 , pp. 838-854
    • Harari, G. M.1    Lane, N. D.2    Wang, R.3    Crosier, B. S.4    Campbell, A. T.5    Gosling, S. D.6
  • 20
    • 85031106158 scopus 로고    scopus 로고
    • Is romantic desire predictable? Machine learning applied to initial romantic attraction
    • Joel, S., Eastwick, P. W., & Finkel, E. J. (2017). Is romantic desire predictable? Machine learning applied to initial romantic attraction. Psychological Science, 28, 1478–1489. http://dx.doi.org/10.1177/0956797617714580
    • (2017) Psychological Science , vol.28 , pp. 1478-1489
    • Joel, S.1    Eastwick, P. W.2    Finkel, E. J.3
  • 21
    • 10044280325 scopus 로고    scopus 로고
    • A survey method for characterizing daily life experience: The day reconstruction method
    • Kahneman, D., Krueger, A. B., Schkade, D. A., Schwarz, N., & Stone, A. A. (2004). A survey method for characterizing daily life experience: The day reconstruction method. Science, 306, 1776–1780. http://dx.doi.org/10.1126/science.1103572
    • (2004) Science , vol.306 , pp. 1776-1780
    • Kahneman, D.1    Krueger, A. B.2    Schkade, D. A.3    Schwarz, N.4    Stone, A. A.5
  • 23
    • 84878764444 scopus 로고    scopus 로고
    • The effects of measuring emotion: Physiological reactions to emotional situations depend on whether someone is asking
    • Kassam, K. S., & Mendes, W. B. (2013). The effects of measuring emotion: Physiological reactions to emotional situations depend on whether someone is asking. PLoS ONE, 8, e64959. http://dx.doi.org/10.1371/journal.pone.0064959
    • (2013) PLoS ONE , vol.8 , pp. e64959
    • Kassam, K. S.1    Mendes, W. B.2
  • 24
    • 85027064333 scopus 로고    scopus 로고
    • Amazon working on making Alexa recognize your emotions
    • (June). Retrieved from
    • Knight, W. (2016, June). Amazon working on making Alexa recognize your emotions. MIT Technology Review. Retrieved from https://www.technologyreview.com/s/601654/amazon-working-on-making-alexarecognize-your-emotions/
    • (2016) MIT Technology Review
    • Knight, W.1
  • 26
    • 85044871249 scopus 로고    scopus 로고
    • Does counting emotion words on online social networks provide a window into people’s subjective experience of emotion? A case study on Facebook
    • Advance online publication
    • Kross, E., Verduyn, P., Boyer, M., Drake, B., Gainsburg, I., Vickers, B.,… Jonides, J. (2018). Does counting emotion words on online social networks provide a window into people’s subjective experience of emotion? A case study on Facebook. Emotion. Advance online publication. http://dx.doi.org/10.1037/emo0000416
    • (2018) Emotion
    • Kross, E.1    Verduyn, P.2    Boyer, M.3    Drake, B.4    Gainsburg, I.5    Vickers, B.6    Jonides, J.7
  • 27
    • 78649965145 scopus 로고    scopus 로고
    • Feelings change: Accounting for individual differences in the temporal dynamics of affect
    • Kuppens, P., Oravecz, Z., & Tuerlinckx, F. (2010). Feelings change: Accounting for individual differences in the temporal dynamics of affect. Journal of Personality and Social Psychology, 99, 1042–1060. http://dx.doi.org/10.1037/a0020962
    • (2010) Journal of Personality and Social Psychology , vol.99 , pp. 1042-1060
    • Kuppens, P.1    Oravecz, Z.2    Tuerlinckx, F.3
  • 29
    • 23744481220 scopus 로고    scopus 로고
    • A dimensional approach to vocal expression of emotion
    • Laukka, P., Juslin, P., & Bresin, R. (2005). A dimensional approach to vocal expression of emotion. Cognition and Emotion, 19, 633–653. http://dx.doi.org/10.1080/02699930441000445
    • (2005) Cognition and Emotion , vol.19 , pp. 633-653
    • Laukka, P.1    Juslin, P.2    Bresin, R.3
  • 30
    • 84901774757 scopus 로고    scopus 로고
    • Evidence for cultural dialects in vocal emotion expression: Acoustic classification within and across five nations
    • Laukka, P., Neiberg, D., & Elfenbein, H. A. (2014). Evidence for cultural dialects in vocal emotion expression: Acoustic classification within and across five nations. Emotion, 14, 445–449. http://dx.doi.org/10.1037/a0036048
    • (2014) Emotion , vol.14 , pp. 445-449
    • Laukka, P.1    Neiberg, D.2    Elfenbein, H. A.3
  • 31
    • 79959298812 scopus 로고    scopus 로고
    • Subjective responses to emotional stimuli during labeling, reappraisal, and distraction
    • Lieberman, M. D., Inagaki, T. K., Tabibnia, G., & Crockett, M. J. (2011). Subjective responses to emotional stimuli during labeling, reappraisal, and distraction. Emotion, 11, 468–480. http://dx.doi.org/10.1037/a0023503
    • (2011) Emotion , vol.11 , pp. 468-480
    • Lieberman, M. D.1    Inagaki, T. K.2    Tabibnia, G.3    Crockett, M. J.4
  • 32
    • 0032970693 scopus 로고    scopus 로고
    • A measure of subjective happiness: Preliminary reliability and construct validation
    • Lyubomirsky, S., & Lepper, H. S. (1999). A measure of subjective happiness: Preliminary reliability and construct validation. Social Indicators Research, 46, 137–155. http://dx.doi.org/10.1023/A:1006824100041
    • (1999) Social Indicators Research , vol.46 , pp. 137-155
    • Lyubomirsky, S.1    Lepper, H. S.2
  • 33
    • 85018760136 scopus 로고    scopus 로고
    • The electronically activated recorder (EAR): A method for the naturalistic observation of daily social behavior
    • Mehl, M. R. (2017). The electronically activated recorder (EAR): A method for the naturalistic observation of daily social behavior. Current Directions in Psychological Science, 26, 184–190. http://dx.doi.org/10.1177/0963721416680611
    • (2017) Current Directions in Psychological Science , vol.26 , pp. 184-190
    • Mehl, M. R.1
  • 36
    • 85056322799 scopus 로고    scopus 로고
    • Extending the passive-sensing toolbox: Using smart-home technology in psychological science
    • Nelson, B. W., & Allen, N. B. (2018). Extending the passive-sensing toolbox: Using smart-home technology in psychological science. Perspectives on Psychological Science, 13, 718–733. http://dx.doi.org/10.1177/1745691618776008
    • (2018) Perspectives on Psychological Science , vol.13 , pp. 718-733
    • Nelson, B. W.1    Allen, N. B.2
  • 37
    • 0002686212 scopus 로고    scopus 로고
    • Dimensions of emotional meaning in speech
    • Retrieved from
    • Pereira, C. (2000). Dimensions of emotional meaning in speech. ISCA Tutorial and Research Workshop (ITRW) on Speech and Emotion (pp. 25–28). Retrieved from https://www.isca-speech.org/archive_open/speech_emotion/spem_025.html
    • (2000) ISCA Tutorial and Research Workshop (ITRW) on Speech and Emotion , pp. 25-28
    • Pereira, C.1
  • 38
    • 85016305363 scopus 로고    scopus 로고
    • (February 5). Retrieved from
    • Pew Research Center. (2018, February 5). Mobile fact sheet. Retrieved from http://www.pewinternet.org/fact-sheet/mobile/
    • (2018) Mobile fact sheet
  • 39
    • 0347604000 scopus 로고    scopus 로고
    • One hundred years of social psychology quantitatively described
    • Richard, F. D., Bond, C. F., & Stokes-Zoota, J. J. (2003). One hundred years of social psychology quantitatively described. Review of General Psychology, 7, 331–363. http://dx.doi.org/10.1037/1089-2680.7.4.331
    • (2003) Review of General Psychology , vol.7 , pp. 331-363
    • Richard, F. D.1    Bond, C. F.2    Stokes-Zoota, J. J.3
  • 40
    • 85047671607 scopus 로고    scopus 로고
    • Episodic and semantic knowledge in emotional self-report: Evidence for two judgment processes
    • Robinson, M. D., & Clore, G. L. (2002). Episodic and semantic knowledge in emotional self-report: Evidence for two judgment processes. Journal of Personality and Social Psychology, 83, 198–215. http://dx.doi.org/10.1037/0022-3514.83.1.198
    • (2002) Journal of Personality and Social Psychology , vol.83 , pp. 198-215
    • Robinson, M. D.1    Clore, G. L.2
  • 41
    • 0033125011 scopus 로고    scopus 로고
    • Core affect, prototypical emotional episodes, and other things called emotion: Dissecting the elephant
    • Russell, J. A., & Barrett, L. F. (1999). Core affect, prototypical emotional episodes, and other things called emotion: Dissecting the elephant. Journal of Personality and Social Psychology, 76, 805–819. http://dx.doi.org/10.1037/0022-3514.76.5.805
    • (1999) Journal of Personality and Social Psychology , vol.76 , pp. 805-819
    • Russell, J. A.1    Barrett, L. F.2
  • 43
    • 34848911643 scopus 로고    scopus 로고
    • More than one kind of happiness: Can we recognize vocal expressions of different positive states?
    • Sauter, D. A., & Scott, S. K. (2007). More than one kind of happiness: Can we recognize vocal expressions of different positive states? Motivation and Emotion, 31, 192–199. http://dx.doi.org/10.1007/s11031-007-9065-x
    • (2007) Motivation and Emotion , vol.31 , pp. 192-199
    • Sauter, D. A.1    Scott, S. K.2
  • 44
    • 0022688124 scopus 로고
    • Vocal affect expression: A review and a model for future research
    • Scherer, K. R. (1986). Vocal affect expression: A review and a model for future research. Psychological Bulletin, 99, 143–165. http://dx.doi.org/10.1037/0033-2909.99.2.143
    • (1986) Psychological Bulletin , vol.99 , pp. 143-165
    • Scherer, K. R.1
  • 45
    • 84884541833 scopus 로고    scopus 로고
    • Personality, gender, and age in the language of social media: The open-vocabulary approach
    • Schwartz, H. A., Eichstaedt, J. C., Kern, M. L., Dziurzynski, L., Ramones, S. M., Agrawal, M.,… Ungar, L. H. (2013). Personality, gender, and age in the language of social media: The open-vocabulary approach. PLoS ONE, 8, e73791. http://dx.doi.org/10.1371/journal.pone.0073791
    • (2013) PLoS ONE , vol.8 , pp. e73791
    • Schwartz, H. A.1    Eichstaedt, J. C.2    Kern, M. L.3    Dziurzynski, L.4    Ramones, S. M.5    Agrawal, M.6    Ungar, L. H.7
  • 47
    • 0041525059 scopus 로고    scopus 로고
    • Self-reports: How the questions shape the answers
    • Schwarz, N. (1999). Self-reports: How the questions shape the answers. American Psychologist, 54, 93–105. http://dx.doi.org/10.1037/0003-066X.54.2.93
    • (1999) American Psychologist , vol.54 , pp. 93-105
    • Schwarz, N.1
  • 48
    • 85195685596 scopus 로고    scopus 로고
    • Retrieved from
    • Scikit Learn Developers. (2018a). Neural network models. Retrieved from http://scikit-learn.org/stable/modules/neural_networks_supervised.html
    • (2018) Neural network models
  • 49
    • 85075445609 scopus 로고    scopus 로고
    • Retrieved from
    • Scikit Learn Developers. (2018b). Random forest classifier. Retrieved from http://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html
    • (2018) Random forest classifier
  • 50
    • 84871686434 scopus 로고    scopus 로고
    • Retrieved from
    • Scikit Learn Developers. (2018c). Support vector machines. Retrieved from http://scikit-learn.org/stable/modules/svm.html
    • (2018) Support vector machines
  • 52
    • 84978043590 scopus 로고    scopus 로고
    • Knowledge of identity and reputation: Do people have knowledge of others’ perceptions?
    • Solomon, B. C., & Vazire, S. (2016). Knowledge of identity and reputation: Do people have knowledge of others’ perceptions? Journal of Personality and Social Psychology, 111, 341–366. http://dx.doi.org/10.1037/pspi0000061
    • (2016) Journal of Personality and Social Psychology , vol.111 , pp. 341-366
    • Solomon, B. C.1    Vazire, S.2
  • 53
    • 72449170109 scopus 로고    scopus 로고
    • An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests
    • Strobl, C., Malley, J., & Tutz, G. (2009). An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests. Psychological Methods, 14, 323–348. http://dx.doi.org/10.1037/a0016973
    • (2009) Psychological Methods , vol.14 , pp. 323-348
    • Strobl, C.1    Malley, J.2    Tutz, G.3
  • 55
    • 85195630922 scopus 로고    scopus 로고
    • Do people know what they’re like in the moment?
    • (in press). Retrieved from
    • Sun, J., & Vazire, S. (in press). Do people know what they’re like in the moment? Psychological Science. Retrieved from https://psyarxiv.com/sg5aw/
    • Psychological Science
    • Sun, J.1    Vazire, S.2
  • 56
    • 85042869093 scopus 로고    scopus 로고
    • Depression, negative emotionality, and self-referential language: A multi-lab, multi-measure, and multi-language-task research synthesis
    • Advance online publication
    • Tackman, A. M., Sbarra, D. A., Carey, A. L., Donnellan, M. B., Horn, A. B., Holtzman, N. S.,… Mehl, M. R. (2018). Depression, negative emotionality, and self-referential language: A multi-lab, multi-measure, and multi-language-task research synthesis. Journal of Personality and Social Psychology. Advance online publication. http://dx.doi.org/10.1037/pspp0000187
    • (2018) Journal of Personality and Social Psychology
    • Tackman, A. M.1    Sbarra, D. A.2    Carey, A. L.3    Donnellan, M. B.4    Horn, A. B.5    Holtzman, N. S.6    Mehl, M. R.7
  • 58
    • 85195695201 scopus 로고    scopus 로고
    • Voice is about to fix our love-hate relationship with machines
    • (January). Retrieved from
    • Vogels, W. (2018, January). Voice is about to fix our love-hate relationship with machines. WIRED Magazine. Retrieved from https://www.wired.co.uk/article/google-home-amazon-alexa-apple-homepod-voicerecognition
    • (2018) WIRED Magazine
    • Vogels, W.1
  • 59
    • 0001011680 scopus 로고
    • How universal and specific is emotional experience? Evidence from 27 countries on five continents
    • Wallbott, H. G., & Scherer, K. R. (1986). How universal and specific is emotional experience? Evidence from 27 countries on five continents. Social Sciences Information, 25, 763–795. http://dx.doi.org/10.1177/053901886025004001
    • (1986) Social Sciences Information , vol.25 , pp. 763-795
    • Wallbott, H. G.1    Scherer, K. R.2
  • 60
    • 85041636493 scopus 로고    scopus 로고
    • Deep neural networks are more accurate than humans at detecting sexual orientation from facial images
    • Wang, Y., & Kosinski, M. (2018). Deep neural networks are more accurate than humans at detecting sexual orientation from facial images. Journal of Personality and Social Psychology, 114, 246–257. http://dx.doi.org/10.1037/pspa0000098
    • (2018) Journal of Personality and Social Psychology , vol.114 , pp. 246-257
    • Wang, Y.1    Kosinski, M.2
  • 61
    • 0022115623 scopus 로고
    • Toward a consensual structure of mood
    • Watson, D., & Tellegen, A. (1985). Toward a consensual structure of mood. Psychological Bulletin, 98, 219–235. http://dx.doi.org/10.1037/0033-2909.98.2.219
    • (1985) Psychological Bulletin , vol.98 , pp. 219-235
    • Watson, D.1    Tellegen, A.2
  • 62
    • 84928179290 scopus 로고    scopus 로고
    • Personality and friendship satisfaction in daily life: Do everyday social interactions account for individual differences in friendship satisfaction?
    • Wilson, R. E., Harris, K., & Vazire, S. (2015). Personality and friendship satisfaction in daily life: Do everyday social interactions account for individual differences in friendship satisfaction? European Journal of Personality, 29, 173–186. http://dx.doi.org/10.1002/per.1996
    • (2015) European Journal of Personality , vol.29 , pp. 173-186
    • Wilson, R. E.1    Harris, K.2    Vazire, S.3
  • 63
    • 85006511974 scopus 로고    scopus 로고
    • Are fluctuations in personality states more than fluctuations in affect?
    • Wilson, R. E., Thompson, R. J., & Vazire, S. (2017). Are fluctuations in personality states more than fluctuations in affect? Journal of Research in Personality, 69, 110–123. http://dx.doi.org/10.1016/j.jrp.2016.06.006
    • (2017) Journal of Research in Personality , vol.69 , pp. 110-123
    • Wilson, R. E.1    Thompson, R. J.2    Vazire, S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.