Abstract
The role of computer science in the creative industries is becoming recognised as an important way to bring forward progress in both domains. There is a need for smarter applications that sense and adapt to their users in arts, creativity, entertainment and edutainment domains. Understanding human behavior in this area is challenging because it forces practitioners to engage in both creative, and perhaps counterintuitively, analytic processes of understanding how people engage with creative phenomena. The systems constructed for this purpose promise to enhance and redefine the scope of creative industries significantly. This paper discusses scientific and technological factors that make this a challenging topic to address, provides a brief survey of related work in this area, and identifies active topics of research. Since arts, creativity, entertainment and edutainment all contribute to significant social and societal benefits, it is vital to tackle the problem of measuring and evaluating the success of automatic behavior analysis solutions as a social and human phenomenon.
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References
Avci, U., Passerini, A.: A fully unsupervised approach to activity discovery. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 77–88. Springer, Heidelberg (2013)
Bachour, K., Kaplan, F., Dillenbourg, P.: An interactive table for supporting participation balance in face-to-face collaborative learning. IEEE Transactions on Learning Technologies 3(3), 203–213 (2010)
Baumgartner, T., Esslen, M., Jäncke, L.: From emotion perception to emotion experience: Emotions evoked by pictures and classical music. International Journal of Psychophysiology 60(1), 34–43 (2006)
Baur, T., Damian, I., Lingenfelser, F., Wagner, J., André, E.: NovA: Automated analysis of nonverbal signals in social interactions. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 160–171. Springer, Heidelberg (2013)
Beesley, P.: Hylozoic soil. Leonardo 42(4), 360–361 (2009)
Benitti, F.B.V.: Exploring the educational potential of robotics in schools: A systematic review. Computers & Education 58(3), 978–988 (2012)
Bloom, V., Makris, D., Argyriou, V.: Dynamic feature selection for online action recognition. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 64–76. Springer, Heidelberg (2013)
Boerman, H., Bergman, T., Pieters, J., Reitsma, L., van den Hoven, E.: Sissy: an interactive installation with a personality. In: OZCHI Workshop Proceedings - The Body In Design, pp. 1–4 (2011)
Conigliaro, D., Setti, F., Bassetti, C., Ferrario, R., Cristani, M.: ATTENTO: ATTENTion Observed for automated spectator crowd monitoring. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 102–111. Springer, Heidelberg (2013)
Dautenhahn, K., Werry, I.: Towards interactive robots in autism therapy: Background, motivation and challenges. Pragmatics & Cognition 12(1), 1–35 (2004)
D’Errico, F., Leone, G., Poggi, I.: Types of help in the teacher”s multimodal behavior. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 125–139. Springer, Heidelberg (2010)
Deweppe, A., Diniz, N., Coussement, P., Leman, M.: A methodological framework for the development and evaluation of user-centered art installations. Journal of Interdisciplinary Music Studies 5(1), 19–39 (2011)
Dillenbourg, P., Evans, M.: Interactive tabletops in education. International Journal of Computer-Supported Collaborative Learning 6(4), 491–514 (2011), http://dx.doi.org/10.1007/s11412-011-9127-7
Dornaika, F., Bosgahzadeh, A., Raducanu, B.: Efficient graph construction for label propagation based multi-observation face recognition. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 124–135. Springer, Heidelberg (2013)
Drira, H., Amor, B.B., Daoudi, M., Berretti, S.: A dense deformation field for facial expression analysis in dynamic sequences of 3D scans. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 148–159. Springer, Heidelberg (2013)
Druin, A., Hendler, J.A.: Robots for kids: Exploring new technologies for learning experiences. Morgan Kaufmann (2000)
Eriksson, J., Mataric, M.J., Winstein, C.J.: Hands-off assistive robotics for post-stroke arm rehabilitation. In: 9th International Conference on Rehabilitation Robotics, ICORR 2005, pp. 21–24. IEEE (2005)
Fourati, N., Pelachaud, C.: Head, shoulders and hips behaviors during turning. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 223–234. Springer, Heidelberg (2013)
Gardair, C., Healey, P.G., Welton, M.: Performing places. In: Proceedings of the 8th ACM Conference on Creativity and Cognition, pp. 51–60. ACM, New York (2011), http://doi.acm.org/10.1145/2069618.2069629
Glowinski, D., Coletta, P., Volpe, G., Camurri, A., Chiorri, C., Schenone, A.: Multi-scale entropy analysis of dominance in social creative activities. In: Proceedings of the International Conference on Multimedia, MM 2010, pp. 1035–1038. ACM, New York (2010), http://doi.acm.org/10.1145/1873951.1874143
Görer, B., Salah, A., Akın, H.: A robotic fitness coach for the elderly. In: Int. Joint Conf. on Ambient Intelligence (2013)
Hanjalic, A.: Adaptive extraction of highlights from a sport video based on excitement modeling. IEEE Transactions on Multimedia 7(6), 1114–1122 (2005)
Hara, K., Takemura, N., Iwai, Y., Sato, K.: Table-Top Interface Using Fingernail Images and Real Object Recognition. In: Keyson, D.V., et al. (eds.) AmI 2011. LNCS, vol. 7040, pp. 21–30. Springer, Heidelberg (2011)
Höök, K., Sengers, P., Andersson, G.: Sense and sensibility: evaluation and interactive art. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 2003, pp. 241–248. ACM, New York (2003), http://doi.acm.org/10.1145/642611.642654
Jovanovic, M., Starcevic, D., Minovic, M., Stavljanin, V.: Motivation and multimodal interaction in model-driven educational game design. IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans 41(4), 817–824 (2011)
Kannetis, T., Potamianos, A.: Towards adapting fantasy, curiosity and challenge in multimodal dialogue systems for preschoolers. In: Proceedings of the 2009 International Conference on Multimodal Interfaces, ICMI-MLMI 2009, pp. 39–46. ACM, New York (2009), http://doi.acm.org/10.1145/1647314.1647324
Keskin, C., Kıraç, F., Kara, Y.E., Akarun, L.: Hand pose estimation and hand shape classification using multi-layered randomized decision forests. In: Fitzgibbon, A., Lazebnik, S., Perona, P., Sato, Y., Schmid, C. (eds.) ECCV 2012, Part VI. LNCS, vol. 7577, pp. 852–863. Springer, Heidelberg (2012)
Labov, W.: Field Methods of the Project in Linguistic Change and Variation. In: Language in Use, pp. 28–53. Prentice-Hall (1984)
Lang, P.: The cognitive psychophysiology of Emotion: Anxiety and the anxiety disorders. Lawrence Erlbaum, Hillside (1985)
Lombardi, M., Pieracci, A., Santinelli, P., Vezzani, R., Cucchiara, R.: Human behavior understanding with wide area sensing floors. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 112–123. Springer, Heidelberg (2013)
Ma, K.-T., Sim, T., Kankanhalli, M.: VIP: An unifying formal framework for computational eye-gaze research. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 209–222. Springer, Heidelberg (2013)
Marchegiani, L., Fafoutis, X.: A behavioral study on the effects of rock music on auditory attention. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 15–26. Springer, Heidelberg (2013)
Matsumoto, D., Willingham, B.: The thrill of victory and the agony of defeat: spontaneous expressions of medal winners of the 2004 athens olympic games. Journal of Personality and Social Psychology 91(3), 568–581 (2006)
Mihoub, A., Bailly, G., Wolf, C.: Social behavior modeling based on incremental discrete hidden Markov models. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 172–183. Springer, Heidelberg (2013)
Moreno, A., Reidsma, D., van Delden, R., Poppe, R.: Socially aware interactive playgrounds: Sensing and inducing social behavior. IEEE Pervasive Computing 12(3), 40–47 (2013)
Morgan, E., Gunes, H.: Human nonverbal behaviour understanding in the wild for new media art. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 27–39. Springer, Heidelberg (2013)
Morgan, E., Gunes, H., Bryan-Kinns, N.: Measuring affect for the study and enhancement of co-present creative collaboration. In: Proc. of Int’l Conference on Affective Computing and Intelligent Interaction, ACII (2013)
Niewiadomski, R., Mancini, M., Baur, T., Varni, G., Griffin, H., Aung, M.S.H.: MMLI: Multimodal multiperson corpus of laughter in interaction. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 184–195. Springer, Heidelberg (2013)
Öhman, A., Flykt, A., Esteves, F.: Emotion drives attention: detecting the snake in the grass. Journal of Experimental Psychology: General 130(3), 466–478 (2001)
Otsuka, Y., Inoue, T.: Designing a conversation support system in dining together based on the investigation of actual party. In: 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 1467–1472 (2012)
Pfister, T., Robinson, P.: Real-time recognition of affective states from nonverbal features of speech and its application for public speaking skill analysis. IEEE Transactions on Affective Computing 2(2), 66–78 (2011)
Rasheed, U., Tahir, Y., Dauwels, S., Dauwels, J., Thalmann, D., Thalmann, N.: Real-time comprehensive sociometrics for two-person dialogs. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 196–208. Springer, Heidelberg (2013)
Martínez, M.F.R., Medrano, C., Herrero, E., Orrite, C.: Transfer learning of human poses for action recognition. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 89–101. Springer, Heidelberg (2013)
Rogers, Y., Preece, J., Sharp, H.: Interaction Design. Wiley & Sons 2011 (2007)
Ros, R., Demiris, Y.: Creative dance: an approach for social interaction between robots and children. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 40–51. Springer, Heidelberg (2013)
Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A.: Challenges of human behavior understanding. In: Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A. (eds.) HBU 2010. LNCS, vol. 6219, pp. 1–12. Springer, Heidelberg (2010)
Samadani, A.-A., Gorbet, R., Kulić, D.: Gender differences in the perception of affective movements. In: Salah, A.A., Ruiz-del-Solar, J., Meriçli, Ç., Oudeyer, P. (eds.) HBU 2012. LNCS, vol. 7559, pp. 65–76. Springer, Heidelberg (2012)
Schouten, B.A., Tieben, R., van de Ven, A., Schouten, D.W.: Human behavior analysis in ambient gaming and playful interaction. In: Salah, A.A., Gevers, T. (eds.) Computer Analysis of Human Behavior, pp. 387–403. Springer, Heidelberg (2011)
Siegert, I., Hartmann, K., Philippou-Hübner, D., Wendemuth, A.: Human behaviour in HCI: Complex emotion detection through sparse speech features. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 246–257. Springer, Heidelberg (2013)
Smeaton, A.F., Rothwell, S.: Biometric responses to music-rich segments in films: The cdvplex. In: Seventh International Workshop on Content-Based Multimedia Indexing, CBMI 2009, pp. 162–168. IEEE (2009)
Snibbe, S.S., Raffle, H.S.: Social immersive media: pursuing best practices for multi-user interactive camera/projector exhibits. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 2009, pp. 1447–1456. ACM, New York (2009), http://doi.acm.org/10.1145/1518701.1518920
Tarvainen, J., Westman, S., Oittinen, P.: Stylistic features for affect-based movie recommendations. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 52–63. Springer, Heidelberg (2013)
Turk, M.: Multimodal interaction: A review. Pattern Recognition Letters (2013)
Varni, G., Volpe, G., Camurri, A.: A system for real-time multimodal analysis of nonverbal affective social interaction in user-centric media. IEEE Transactions on MultiMedia 12(6), 576–590 (2010)
Varni, G., Mancini, M., Volpe, G., Camurri, A.: Sync’n’Move: Social Interaction Based on Music and Gesture. In: Daras, P., Ibarra, O.M. (eds.) UCMedia 2009. LNICST, vol. 40, pp. 31–38. Springer, Heidelberg (2010)
Wang, W., Enescu, V., Sahli, H.: Towards real-time continuous emotion recognition from body movements. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 235–245. Springer, Heidelberg (2013)
Watanabe, E., Ozeki, T., Kohama, T.: Extraction of relations between behaviors by lecturer and students in lectures. In: 2011 IEEE International Conference on Automatic Face Gesture Recognition and Workshops (FG 2011), pp. 945–950 (2011)
Whyte, W.H.: The Social Life of Small Urban Spaces. Project for Public Spaces Inc. (2001)
Wolf, G.: The data-driven life. The New York Times 28 (2010)
Woolley, A.W., Chabris, C.F., Pentland, A., Hashmi, N., Malone, T.W.: Evidence for a Collective Intelligence Factor in the Performance of Human Groups. Science 330(6004), 686–688 (2010), http://dx.doi.org/10.1126/science.1193147
Yüce, A., Arar, N.M., Thiran, J.P.: Multiple local curvature Gabor binary patterns for facial action recognition. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds.) HBU 2013. LNCS, vol. 8212, pp. 136–147. Springer, Heidelberg (2013)
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Salah, A.A., Hung, H., Aran, O., Gunes, H. (2013). Creative Applications of Human Behavior Understanding. In: Salah, A.A., Hung, H., Aran, O., Gunes, H. (eds) Human Behavior Understanding. HBU 2013. Lecture Notes in Computer Science, vol 8212. Springer, Cham. https://doi.org/10.1007/978-3-319-02714-2_1
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