Skip to main content
Erschienen in: Soft Computing 18/2017

21.03.2016 | Methodologies and Application

Assessing users’ emotion at interaction time: a multimodal approach with multiple sensors

verfasst von: Vinícius P. Gonçalves, Gabriel T. Giancristofaro, Geraldo P. R. Filho, Thienne Johnson, Valéria Carvalho, Gustavo Pessin, Vânia P. de Almeida Neris, Jó Ueyama

Erschienen in: Soft Computing | Ausgabe 18/2017

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Users’ emotional states influence decision making and are essential for the knowledge and explanation of users’ behavior with computer applications. However, collecting emotional states during the interaction time with users is a onerous task because it requires very careful handling of the empirical observation, leading researchers to carry out assessments of emotional responses only at the end of the interaction. This paper reports our research in assessing users’ behavior at interaction time and also describes the results of a case study which analyzed users’ emotional responses while interacting with a game. We argue that capturing emotions during interaction time can help us in making changes on users’ behavior (e.g., changing from stressed to a less stressed state) or even suggesting an user to have a break. This can be all possible if both (1) emotions are captured during interaction and (2) changes are suggested at runtime (e.g., through persuasion). The results of this study suggest that there are significant differences between emotional responses captured during the interaction and those declared at the end.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Fußnoten
1
The study was approved by the Human Research Ethics Committee of the University of Sao Paulo Medical School, Sao Paulo, Brazil (CAAE-45081415.0.0000.0065).
 
Literatur
Zurück zum Zitat Bradley MM, Lang PJ (1994) Measuring emotion: the self-assessment manikin and the semantic differential. J Behav Ther Exp Psychiatry 25(1):49–59CrossRef Bradley MM, Lang PJ (1994) Measuring emotion: the self-assessment manikin and the semantic differential. J Behav Ther Exp Psychiatry 25(1):49–59CrossRef
Zurück zum Zitat Brave S, Nass C (2003) Emotion in human-computer interaction. In: Jacko JA, Sears A (eds) The human-computer interaction handbook. L. Erlbaum Associates Inc., Hillsdale, pp 81–96 Brave S, Nass C (2003) Emotion in human-computer interaction. In: Jacko JA, Sears A (eds) The human-computer interaction handbook. L. Erlbaum Associates Inc., Hillsdale, pp 81–96
Zurück zum Zitat Chanel G, Kierkels JJ, Soleymani M, Pun T (2009) Short-term emotion assessment in a recall paradigm. Int J Hum Comput Stud 67(8):607–627CrossRef Chanel G, Kierkels JJ, Soleymani M, Pun T (2009) Short-term emotion assessment in a recall paradigm. Int J Hum Comput Stud 67(8):607–627CrossRef
Zurück zum Zitat Davidson RJ, Scherer KR, Goldsmith H (2003) Handbook of affective sciences. Oxford University Press, Oxford Davidson RJ, Scherer KR, Goldsmith H (2003) Handbook of affective sciences. Oxford University Press, Oxford
Zurück zum Zitat Desmet P (2004) Funology. In: Blythe MA, Overbeeke K, Monk AF, Wright PC (eds) Measuring emotion: development and application of an instrument to measure emotional responses to products. Kluwer Academic Publishers, Norwell, pp 111–123 Desmet P (2004) Funology. In: Blythe MA, Overbeeke K, Monk AF, Wright PC (eds) Measuring emotion: development and application of an instrument to measure emotional responses to products. Kluwer Academic Publishers, Norwell, pp 111–123
Zurück zum Zitat Ericsson K, Simon H (1993) Protocol analysis; verbal reports as data (revised edition). bradfordbooks Ericsson K, Simon H (1993) Protocol analysis; verbal reports as data (revised edition). bradfordbooks
Zurück zum Zitat Filho GPR, Ueyama J, Villas LA, Pinto AR, Gonalves VP, Pessin G, Pazzi RW, Braun T (2014) Nodepm: a remote monitoring alert system for energy consumption using probabilistic techniques. Sensors 14(1):848–867CrossRef Filho GPR, Ueyama J, Villas LA, Pinto AR, Gonalves VP, Pessin G, Pazzi RW, Braun T (2014) Nodepm: a remote monitoring alert system for energy consumption using probabilistic techniques. Sensors 14(1):848–867CrossRef
Zurück zum Zitat Fontaine JR, Poortinga YH, Setiadi B, Markam SS (2002) Cognitive structure of emotion terms in indonesia and the netherlands. Cogn Emot 16(1):61–86CrossRef Fontaine JR, Poortinga YH, Setiadi B, Markam SS (2002) Cognitive structure of emotion terms in indonesia and the netherlands. Cogn Emot 16(1):61–86CrossRef
Zurück zum Zitat Frantzidis CA, Bratsas C, Klados MA, Konstantinidis E, Lithari CD, Vivas AB, Papadelis CL, Kaldoudi E, Pappas C, Bamidis PD (2010) On the classification of emotional biosignals evoked while viewing affective pictures: an integrated data-mining-based approach for healthcare applications. Inform Technol Biomed IEEE Trans 14(2):309–318CrossRef Frantzidis CA, Bratsas C, Klados MA, Konstantinidis E, Lithari CD, Vivas AB, Papadelis CL, Kaldoudi E, Pappas C, Bamidis PD (2010) On the classification of emotional biosignals evoked while viewing affective pictures: an integrated data-mining-based approach for healthcare applications. Inform Technol Biomed IEEE Trans 14(2):309–318CrossRef
Zurück zum Zitat Gonçalves VP, de Almeida Neris VP, Seraphini S, Dias TCM, Pessin G, Johnson T, Ueyama J (2015) Providing adaptive smartphone interfaces targeted at elderly people: an approach that takes into account diversity among the elderly. Univ Access Inf Soc 1–21. doi:10.1007/s10209-015-0429-9 Gonçalves VP, de Almeida Neris VP, Seraphini S, Dias TCM, Pessin G, Johnson T, Ueyama J (2015) Providing adaptive smartphone interfaces targeted at elderly people: an approach that takes into account diversity among the elderly. Univ Access Inf Soc 1–21. doi:10.​1007/​s10209-015-0429-9
Zurück zum Zitat Hou X, Liu Y, Sourina O, Tan YRE, Wang L, Mueller-Wittig W (2015) EEG based Stress Monitoring. In: IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2015, pp 3110–3115. doi:10.1109/SMC.2015.540 Hou X, Liu Y, Sourina O, Tan YRE, Wang L, Mueller-Wittig W (2015) EEG based Stress Monitoring. In: IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2015, pp 3110–3115. doi:10.​1109/​SMC.​2015.​540
Zurück zum Zitat Kahou SE, Bouthillier X, Lamblin P, Gulcehre C, Michalski V, Konda K, Jean S, Froumenty P, Dauphin Y, Boulanger-Lewandowski N, Ferrari RC, Mirza M, Warde-Farley D, Courville A, Vincent P, Memisevic R, Pal C, Bengio Y (2015) EmoNets: Multimodal deep learning approaches for emotion recognition in video. J Multimodal User Interfaces 1–13. doi:10.1007/s12193-015-0195-2 Kahou SE, Bouthillier X, Lamblin P, Gulcehre C, Michalski V, Konda K, Jean S, Froumenty P, Dauphin Y, Boulanger-Lewandowski N, Ferrari RC, Mirza M, Warde-Farley D, Courville A, Vincent P, Memisevic R, Pal C, Bengio Y (2015) EmoNets: Multimodal deep learning approaches for emotion recognition in video. J Multimodal User Interfaces 1–13. doi:10.​1007/​s12193-015-0195-2
Zurück zum Zitat Kukolja D, Popović S, Horvat M, Kovač B, Ćosić K (2014) Comparative analysis of emotion estimation methods based on physiological measurements for real-time applications. Int J Hum Comput Stud 72(10):717–727CrossRef Kukolja D, Popović S, Horvat M, Kovač B, Ćosić K (2014) Comparative analysis of emotion estimation methods based on physiological measurements for real-time applications. Int J Hum Comput Stud 72(10):717–727CrossRef
Zurück zum Zitat Lan Z, Sourina O, Wang LP, Liu Y (2014) Stability of features in real-time EEG-based emotion recognition algorithm. In: International Conference on Cyberworlds (CW), 2014, pp 137–144. doi:10.1109/CW.2014.27 Lan Z, Sourina O, Wang LP, Liu Y (2014) Stability of features in real-time EEG-based emotion recognition algorithm. In: International Conference on Cyberworlds (CW), 2014, pp 137–144. doi:10.​1109/​CW.​2014.​27
Zurück zum Zitat Lathia N, Rachuri K, Mascolo C, Roussos G (2013) Open source smartphone libraries for computational social science. In: Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication. ACM, pp 911–920 Lathia N, Rachuri K, Mascolo C, Roussos G (2013) Open source smartphone libraries for computational social science. In: Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication. ACM, pp 911–920
Zurück zum Zitat Li T, An C, Campbell AT, Zhou X (2015) Hilight: Hiding bits in pixel translucency changes. ACM SIGMOBILE Mobile Comput Commun Rev 18(3):62–70CrossRef Li T, An C, Campbell AT, Zhou X (2015) Hilight: Hiding bits in pixel translucency changes. ACM SIGMOBILE Mobile Comput Commun Rev 18(3):62–70CrossRef
Zurück zum Zitat LiKamWa R, Liu Y, Lane ND, Zhong L (2013) Moodscope: building a mood sensor from smartphone usage patterns. In: Proceeding of the 11th annual international conference on Mobile systems, applications, and services. ACM. pp 389–402 LiKamWa R, Liu Y, Lane ND, Zhong L (2013) Moodscope: building a mood sensor from smartphone usage patterns. In: Proceeding of the 11th annual international conference on Mobile systems, applications, and services. ACM. pp 389–402
Zurück zum Zitat Mahlke S, Minge M (2008) Consideration of multiple components of emotions in human-technology interaction. In: Peter C, Beale R (eds) Affect and Emotion in Human-Computer Interaction, Lecture Notes in Computer Science, vol 4868. Springer, Berline, pp 51–62 Mahlke S, Minge M (2008) Consideration of multiple components of emotions in human-technology interaction. In: Peter C, Beale R (eds) Affect and Emotion in Human-Computer Interaction, Lecture Notes in Computer Science, vol 4868. Springer, Berline, pp 51–62
Zurück zum Zitat Mano LY, Giancristofaro GT, Faiçal B, Libralon G, Pessin G, Gomes PH, Ueyama J (2015) Exploiting the Use of Ensemble Classifiers to Enhance the Precision of User’s Emotion Classification. In: Proceedings of the 16th International Conference on Engineering Applications of Neural Networks (INNS) Mano LY, Giancristofaro GT, Faiçal B, Libralon G, Pessin G, Gomes PH, Ueyama J (2015) Exploiting the Use of Ensemble Classifiers to Enhance the Precision of User’s Emotion Classification. In: Proceedings of the 16th International Conference on Engineering Applications of Neural Networks (INNS)
Zurück zum Zitat Mitchell TM (1997) Machine learning. McGraw Hill, Boston, MA Mitchell TM (1997) Machine learning. McGraw Hill, Boston, MA
Zurück zum Zitat Monard MC, Baranauskas JA (2003) Conceitos sobre aprendizado de máquina. Sistemas Inteligentes-Fundamentos e Aplicações 1:1 Monard MC, Baranauskas JA (2003) Conceitos sobre aprendizado de máquina. Sistemas Inteligentes-Fundamentos e Aplicações 1:1
Zurück zum Zitat Nahin ANH, Alam JM, Mahmud H, Hasan K (2014) Identifying emotion by keystroke dynamics and text pattern analysis. Behav Inform Technol 33(9):987–996CrossRef Nahin ANH, Alam JM, Mahmud H, Hasan K (2014) Identifying emotion by keystroke dynamics and text pattern analysis. Behav Inform Technol 33(9):987–996CrossRef
Zurück zum Zitat Niedenthal PM, Krauth-Gruber S, Ric F (2006) Psychology of emotion: interpersonal, experiential, and cognitive approaches. Psychology Press, New York Niedenthal PM, Krauth-Gruber S, Ric F (2006) Psychology of emotion: interpersonal, experiential, and cognitive approaches. Psychology Press, New York
Zurück zum Zitat Pedersen C, Togelius J, Yannakakis GN (2010) Modeling player experience for content creation. IEEE Trans Comput Intell AI Games 2(1):54–67CrossRef Pedersen C, Togelius J, Yannakakis GN (2010) Modeling player experience for content creation. IEEE Trans Comput Intell AI Games 2(1):54–67CrossRef
Zurück zum Zitat Peter C, Urban B (2012) Emotion in human-computer interaction. In: Expanding the frontiers of visual analytics and visualization. Springer, pp 239–262 Peter C, Urban B (2012) Emotion in human-computer interaction. In: Expanding the frontiers of visual analytics and visualization. Springer, pp 239–262
Zurück zum Zitat Ramakrishnan S, El Emary IM (2013) Speech emotion recognition approaches in human computer interaction. Telecommun Syst 52(3):1467–1478CrossRef Ramakrishnan S, El Emary IM (2013) Speech emotion recognition approaches in human computer interaction. Telecommun Syst 52(3):1467–1478CrossRef
Zurück zum Zitat Reijneveld K, de Looze M, Krause F, Desmet P (2003) Measuring the emotions elicited by office chairs. In: Proceedings of the 2003 International Conference on Designing Pleasurable Products and Interfaces, ser. DPPI ’03. ACM, New York. p 6–10 Reijneveld K, de Looze M, Krause F, Desmet P (2003) Measuring the emotions elicited by office chairs. In: Proceedings of the 2003 International Conference on Designing Pleasurable Products and Interfaces, ser. DPPI ’03. ACM, New York. p 6–10
Zurück zum Zitat Rosales GCM, Borges de Araujo R, Otsuka JL, da Rocha RV (2011) Using logical sensors network to the accurate monitoring of the learning process in distance education courses. In: Advanced Learning Technologies (ICALT), 2011 11th IEEE International Conference on. IEEE, pp 573–575 Rosales GCM, Borges de Araujo R, Otsuka JL, da Rocha RV (2011) Using logical sensors network to the accurate monitoring of the learning process in distance education courses. In: Advanced Learning Technologies (ICALT), 2011 11th IEEE International Conference on. IEEE, pp 573–575
Zurück zum Zitat Russell J (1980) A circumplex model of affect. J Personal Soc Psychol 39(6):1161–1178CrossRef Russell J (1980) A circumplex model of affect. J Personal Soc Psychol 39(6):1161–1178CrossRef
Zurück zum Zitat Russell JA, Weiss A, Mendelsohn GA (1989) Affect grid: a single-item scale of pleasure and arousal. J Personal Soc Psychol 57(3):493CrossRef Russell JA, Weiss A, Mendelsohn GA (1989) Affect grid: a single-item scale of pleasure and arousal. J Personal Soc Psychol 57(3):493CrossRef
Zurück zum Zitat Santos V, Coca S, Libralon G, Romero R (2013) Imitation of facial expressions for learning emotions in social robotics. In: Proceedings of the 2013 Simposio Brasileiro de Automacao Inteligente Santos V, Coca S, Libralon G, Romero R (2013) Imitation of facial expressions for learning emotions in social robotics. In: Proceedings of the 2013 Simposio Brasileiro de Automacao Inteligente
Zurück zum Zitat Saragih JM, Lucey S, Cohn JF (2011) Deformable model fitting by regularized landmark mean-shift. Int J Comput Vis 91(2):200–215MathSciNetCrossRefMATH Saragih JM, Lucey S, Cohn JF (2011) Deformable model fitting by regularized landmark mean-shift. Int J Comput Vis 91(2):200–215MathSciNetCrossRefMATH
Zurück zum Zitat Scherer K (2005) What are emotions? And how can they be measured? Soc Sci Inf 44:695–729CrossRef Scherer K (2005) What are emotions? And how can they be measured? Soc Sci Inf 44:695–729CrossRef
Zurück zum Zitat Van Someren MW, Barnard YF, Sandberg JA et al (1994) The think aloud method: a practical guide to modelling cognitive processes, vol 2. Academic Press, London Van Someren MW, Barnard YF, Sandberg JA et al (1994) The think aloud method: a practical guide to modelling cognitive processes, vol 2. Academic Press, London
Zurück zum Zitat Wang R, Chen F, Chen Z, Li T, Harari G, Tignor S, Zhou X, Ben-Zeev D, Campbell AT (2014) Studentlife: assessing mental health, academic performance and behavioral trends of college students using smartphones. In: Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing. ACM. pp 3–14 Wang R, Chen F, Chen Z, Li T, Harari G, Tignor S, Zhou X, Ben-Zeev D, Campbell AT (2014) Studentlife: assessing mental health, academic performance and behavioral trends of college students using smartphones. In: Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing. ACM. pp 3–14
Zurück zum Zitat Wrzus C, Mehl MR (2015) Lab and/or field? Measuring personality processes and their social consequences. Eur J Personal 29(2):250–271CrossRef Wrzus C, Mehl MR (2015) Lab and/or field? Measuring personality processes and their social consequences. Eur J Personal 29(2):250–271CrossRef
Zurück zum Zitat Xavier RAC, de Almeida Neris VP (2014) Measuring the emotional experience of users through a hybrid semantic approach. In: Proceedings of the 13th Brazilian Symposium on Human Factors in Computing Systems. Sociedade Brasileira de Computação, pp 226–235 Xavier RAC, de Almeida Neris VP (2014) Measuring the emotional experience of users through a hybrid semantic approach. In: Proceedings of the 13th Brazilian Symposium on Human Factors in Computing Systems. Sociedade Brasileira de Computação, pp 226–235
Zurück zum Zitat Xavier RAC, Garcia FE, de Almeida Neris VP (2012) Decisoes de design de interfaces ruins e o impacto delas na interacao: Um estudo preliminar considerando o estado emocional de idosos. In: Proceedings of the 11th Brazilian Symposium on Human Factors in Computing Systems, IHC ’12. Brazilian Computer Society, Porto Alegre, Brazil. pp 127–136 Xavier RAC, Garcia FE, de Almeida Neris VP (2012) Decisoes de design de interfaces ruins e o impacto delas na interacao: Um estudo preliminar considerando o estado emocional de idosos. In: Proceedings of the 11th Brazilian Symposium on Human Factors in Computing Systems, IHC ’12. Brazilian Computer Society, Porto Alegre, Brazil. pp 127–136
Zurück zum Zitat Zhou F, Qu X, Helander MG, Jiao JR (2011) Affect prediction from physiological measures via visual stimuli. Int J Hum Comput Stud 69(12):801–819CrossRef Zhou F, Qu X, Helander MG, Jiao JR (2011) Affect prediction from physiological measures via visual stimuli. Int J Hum Comput Stud 69(12):801–819CrossRef
Metadaten
Titel
Assessing users’ emotion at interaction time: a multimodal approach with multiple sensors
verfasst von
Vinícius P. Gonçalves
Gabriel T. Giancristofaro
Geraldo P. R. Filho
Thienne Johnson
Valéria Carvalho
Gustavo Pessin
Vânia P. de Almeida Neris
Jó Ueyama
Publikationsdatum
21.03.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 18/2017
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-016-2115-0

Weitere Artikel der Ausgabe 18/2017

Soft Computing 18/2017 Zur Ausgabe

Premium Partner