Abstract
Social robots that are capable of showing affective expressions can improve human-robot interaction and users’ experiences in many ways. This capability is important in many application areas. In this paper, we describe the design and evaluation of 11 affective expressions for Miro, an animal-like robot. Affective expressions were inspired by the animal and human behavior literature. The designs were evaluated through a video study on Mechanical Turk with 88 participants. Five of the expressions—happy, sad, excited, surprised, and tired—were correctly recognized by more than half of the participants. While fewer participants were able to recognize the other, more complex affective expressions, we observed a significant correlation between the recognition of the robot’s displayed affective states and participants’ understanding of human emotions. This suggested that the reduced accuracy in the recognition of the other affective expressions can be due to the general challenges involved in recognizing complex emotions.
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Notes
- 1.
This set was decided to include basic emotions, and a few moods (e.g., fearful and tired) that would be beneficial for applications that involve children and older adults (e.g., dementia care, education, therapy, and rehabilitation).
- 2.
This step provided us with more information about why an expression was confused with another one. Due to space limitation, the results of this part are not discussed here.
- 3.
Two other questionnaires were used to gather additional information about the participants’ experiences, which are beyond the scope of this paper and are therefore not discussed here.
- 4.
References
Bartneck, C., Duenser, A., Moltchanova, E., Zawieska, K.: Comparing the similarity of responses received from studies in amazon mechanical turk to studies conducted online and with direct recruitment. PloS one 10(4), 1–23 (2015)
Breazeal, C.: Emotion and sociable humanoid robots. Int. J. Hum. comput. Stud. 59(1–2), 119–155 (2003)
Buckland, E., Volk, H., Burn, C., Abeyesinghe, S.: Owner perceptions of companion dog expressions of positive emotional states and the contexts in which they occur. Anim. Welf. 23(3), 287–296 (2014)
Burn, C.C.: Bestial boredom: a biological perspective on animal boredom and suggestions for its scientific investigation. Anim. Behav. 130, 141–151 (2017)
Chowanda, A., Flintham, M., Blanchfield, P., Valstar, M.: Playing with social and emotional game companions. In: Traum, D., Swartout, W., Khooshabeh, P., Kopp, S., Scherer, S., Leuski, A. (eds.) IVA 2016. LNCS (LNAI), vol. 10011, pp. 85–95. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-47665-0_8
Collins, E.C., Prescott, T.J., Mitchinson, B.: Saying it with light: a pilot study of affective communication using the MIRO robot. In: Wilson, S.P., Verschure, P.F.M.J., Mura, A., Prescott, T.J. (eds.) LIVINGMACHINES 2015. LNCS (LNAI), vol. 9222, pp. 243–255. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-22979-9_25
Collins, E.C., Prescott, T.J., Mitchinson, B., Conran, S.: Miro: a versatile biomimetic edutainment robot. In: Proceedings of the 12th International Conference on Advances in Computer Entertainment Technology, pp. 1–4 (2015)
Dautenhahn, K.: Socially intelligent robots: dimensions of human-robot interaction. Philos. Trans. Royal Soc. B Biol. Sci. 362(1480), 679–704 (2007)
Cañamero L.D.: Playing the emotion game with feelix. In: Dautenhahn K., Bond A., Cañamero L., Edmonds B. (eds) Socially Intelligent Agents. Multiagent Systems, Artificial Societies, and Simulated Organizations, vol 3. Springer, Boston, MA (2002). https://doi.org/10.1007/0-306-47373-9_8
Dautenhahn, K., et al.: Kaspar-a minimally expressive humanoid robot for human-robot interaction research. Appl. Bionics Biomech. 6(3–4), 369–397 (2009)
Gácsi, M., Kis, A., Faragó, T., Janiak, M., Muszyński, R., Miklósi, Á.: Humans attribute emotions to a robot that shows simple behavioural patterns borrowed from dog behaviour. Comput. Hum. Behav. 59, 411–419 (2016)
Ghafurian, M., Budnarain, N., Hoey, J.: Role of emotions in perception of humanness of virtual agents. In: Proceedings of the 18th International Conference on Autonomous Agents and MultiAgent Systems, pp. 1979–1981 (2019)
Hampshire, V., Robertson, S.: Using the facial grimace scale to evaluate rabbit wellness in post-procedural monitoring. Lab Anim. 44(7), 259 (2015)
Hasegawa, M., Ohtani, N., Ohta, M.: Dogs’ body language relevant to learning achievement. Anim. 4(1), 45–58 (2014)
Keating, S.C., Thomas, A.A., Flecknell, P.A., Leach, M.C.: Evaluation of emla cream for preventing pain during tattooing of rabbits: changes in physiological, behavioural and facial expression responses. PloS one 7(9), e44437 (2012)
Klausz, B., Kis, A., Persa, E., Miklósi, Á., Gácsi, M.: A quick assessment tool for human-directed aggression in pet dogs. Aggressive Behav. 40(2), 178–188 (2014)
Konok, V., Dóka, A., Miklósi, Á.: The behavior of the domestic dog (canis familiaris) during separation from and reunion with the owner: a questionnaire and an experimental study. Appl. Anim. Behav. Sci. 135(4), 300–308 (2011)
Konok, V., Nagy, K., Miklósi, Á.: How do humans represent the emotions of dogs? the resemblance between the human representation of the canine and the human affective space. Appl. Anim. Behav. Sci. 162, 37–46 (2015)
Korcsok, B., et al.: Biologically inspired emotional expressions for artificial agents. Front. Psychol. 9, 1191 (2018)
Lakatos, G., et al.: Emotion attribution to a non-humanoid robot in different social situations. PloS one 9(12), e114207 (2014)
Matsumiya, L.C., et al.: Using the mouse grimace scale to reevaluate the efficacy of postoperative analgesics in laboratory mice. J. Am. Assoc. Lab. Anim. Sci. 51(1), 42–49 (2012)
Miklósi, Á., Korondi, P., Matellán, V., Gácsi, M.: Ethorobotics: a new approach to human-robot relationship. Front. Psychol. 8, 958 (2017)
Mitchinson, B., Prescott, T.J.: MIRO: a robot “Mammal” with a biomimetic brain-based control system. In: Lepora, N.F.F., Mura, A., Mangan, M., Verschure, P.F.M.J.F.M.J., Desmulliez, M., Prescott, T.J.J. (eds.) Living Machines 2016. LNCS (LNAI), vol. 9793, pp. 179–191. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-42417-0_17
Morris, P.H., Doe, C., Godsell, E.: Secondary emotions in non-primate species? behavioural reports and subjective claims by animal owners. Cogn. Emot. 22(1), 3–20 (2008)
Nijdam, N.A.: Mapping Emotion to Color. Book Mapping emotion to color. pp. 2–9 (2009)
O’Brien, H.L., Toms, E.G.: What is user engagement? a conceptual framework for defining user engagement with technology. J. Am. Soc. Inf. Sci. Technol. 59(6), 938–955 (2008)
Quaranta, A., Siniscalchi, M., Vallortigara, G.: Asymmetric tail-wagging responses by dogs to different emotive stimuli. Curr. Biol. 17(6), R199–R201 (2007)
Reisenzein, R., Bördgen, S., Holtbernd, T., Matz, D.: Evidence for strong dissociation between emotion and facial displays: the case of surprise. J. Pers. Soc. Psychol. 91(2), 295 (2006)
Ritschel, H., Aslan, I., Mertes, S., Seiderer, A., André, E.: Personalized synthesis of intentional and emotional non-verbal sounds for social robots. In: 8th International Conference on Affective Computing and Intelligent Interaction, pp. 1–7 (2019)
Saldien, J., Goris, K., Vanderborght, B., Vanderfaeillie, J., Lefeber, D.: Expressing emotions with the social robot probo. Int. J. Soc. Robot. 2(4), 377–389 (2010)
Schirmer, A., Seow, C.S., Penney, T.B.: Humans process dog and human facial affect in similar ways. PLoS One 8(9), e74591 (2013)
Tami, G., Gallagher, A.: Description of the behaviour of domestic dog (canis familiaris) by experienced and inexperienced people. Appl. Anim. Behav. Sci. 120(3–4), 159–169 (2009)
Terwogt, M.M., Hoeksma, J.B.: Colors and emotions: preferences and combinations. J. Gen. Psychol. 122(1), 5–17 (1995)
Topál, J., Miklósi, Á., Csányi, V., Dóka, A.: Attachment behavior in dogs (canis familiaris): a new application of ainsworth’s (1969) strange situation test. J. Comp. Psychol. 112(3), 219 (1998)
Vas, J., Topál, J., Gácsi, M., Miklósi, A., Csányi, V.: A friend or an enemy? dogs’ reaction to an unfamiliar person showing behavioural cues of threat and friendliness at different times. Appl. Anim. Behav. Sci. 94(1–2), 99–115 (2005)
Velásquez, J.D.: An emotion-based approach to robotics. In Proceedings 1999 IEEE/RSJ International Conference on Intelligent Robots and Systems. 1, pp. 235–240. IEEE (1999)
Widen, S.C., Russell, J.A.: The “disgust face” conveys anger to children. Emotion 10(4), 455 (2010)
Widen, S.C., Russell, J.A., Brooks, A.: Anger and disgust: discrete or overlapping categories. In: 2004 APS Annual Convention, Boston College, Chicago, IL (2004)
Acknowledgment
This research was undertaken, in part, thanks to funding from the Canada 150 Research Chairs Program and the Network for Aging Research at the University of Waterloo. We thank Jesse Hoey, Chrystopher L. Nehaniv, and the anonymous reviewers for their comments on this work.
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Ghafurian, M., Lakatos, G., Tao, Z., Dautenhahn, K. (2020). Design and Evaluation of Affective Expressions of a Zoomorphic Robot. In: Wagner, A.R., et al. Social Robotics. ICSR 2020. Lecture Notes in Computer Science(), vol 12483. Springer, Cham. https://doi.org/10.1007/978-3-030-62056-1_1
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