Role of expressive behaviour for robots that learn from people

Philosophical Transactions of the Royal Society B: Biological Sciences

Volumn 364, Issue 1535, 2009, Pages 3527-3538

  Breazeal, Cynthia ^a  

^a MIT MEDIA LAB   (United States)

Author keywords

Affective computing; Expressive behaviour; Human robot interaction; Robot learning; Social robotics

Indexed keywords

HUMAN BEHAVIOR; LEARNING; NERVOUS SYSTEM DISORDER; PSYCHOLOGY; ROBOTICS; SOCIAL BEHAVIOR;

EID: 73549089533     PISSN: 09628436     EISSN: 14712970     Source Type: Journal    
DOI: 10.1098/rstb.2009.0157     Document Type: Article

References (85)

1. Abadjieva, E., Murray, I. R. & Arnott, J. L. 1993 Applying analysis of human emotional speech to enhance synthetic speech. Proc. Eurospeech '93, Berlin, Germany, pp. 909-912.
2. Adams, J. A., Humphrey, C. M., Goodrich, M. A., Cooper, J. L., Morse, B. S., Engh, C. & Rasmussen, N. 2009 Cognitive task analysis for developing UAV wilderness search support. J. Cogn. Eng. Dec. Mak. 3, 1-26. (doi:10.1518/155534309X431926)
3. Argali, B., Chernova, S. & Veloso, M. 2009 A survey of robot learning from demonstration. Robot. Autonomous Syst. 57, 469-483. (doi:10.1016/j.robot. 2008.10.024)
4. Atkeson, C. G. & Schaal, S. 1997b Robot learning from demonstration. In Int. Conf. on Machine Learning, pp. 11-73.
5. Bainbridge, W., Hart, J., Kim, E. & Scassellati, B. 2008 The effect of presence on human-robot interaction. IEEE Int. Symp. on Robot and Human Interactive Communication, Munich, Germany.
6. Berlin, M., Gray, J., Thomaz, A. L. & Breazeal, C. 2006 Perspective taking: an organizing principle for learning in human-robot interaction. Proc. 21st Natl. Conf. on Artificial Intelligence (AAAI-06), Boston, MA.
7. Berlin, M., Breazeal, C. & Chao, C. 2008 Spatial scaffolding cues for interactive robot learning. Proc. 2008 IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS 2008), Nice, France.
8. Berns, K. & Hirth, J. 2006 Control of facial expressions of the humanoid robot head ROMAN. Proc. 2006 IEEE/ RSJ Int. Conf. on Intelligent Robots and Systems, Beijing, China, pp. 3119-3124. (Pubitemid 46928381)
9. Billard, A., Dautenhahn, K. & Hayes, G. 1998 Proceedings of the Socially Situated Intelligence Workshop, Zurich, Switzerland. As part of the Int. Conf. on Simulation of Adaptive Behavior.
10. Bluethmann, W. et al. 2004 Building an Autonomous Humanoid Tool User. Proc. IEEE/RAS Fourth Int. Conf. on Humanoid Robots (Humanoids 2004), Santa Monica, CA, pp. 402-421. (Pubitemid 40514273)
11. Breazeal, C. 2002 Designing sociable robots. Cambridge, MA, USA: MIT Press.
12. Breazeal, C. 2003a Emotion and sociable humanoid robots. Int. J. Hum. Comput Interact. 59, 119-155.
13. Breazeal, C. 2003b Regulation and entrainment for humanrobot interaction. Int. J. Exp. Robot. 21, 883-902.
14. Breazeal, C. 2004a Function meets style: insights from emotion theory applied to HRI. IEEE Trans. Syst. Man Cybernet. Part C 34, 187-194. (doi:10.1109/TSMCC. 2004.826270)
15. Breazeal, C. 2004b Social interactions in HRI: the robot view. IEEE Trans. Syst. Man Cybernet. Part C 34, 181-186. (doi:10.1109/TSMCC.2004.826268)
16. Breazeal, C. & Aryananda, L. 2002 Recognizing affective intent in robot directed speech. Autonomous Robots 12, 85-104. (doi:10.1023/A: 1013215010749)
17. Breazeal, C. & Berlin, M. 2008 Spatial scaffolding for sociable robot learning. Proc. 23rd Conf. on Artificial Intelligence (AAAI-08), Chicago, IL.
18. Breazeal, C. & Scassellati, B. 1999 A context-dependent attention system for a social robot. Proc. 16th Int. Joint Conf. on Artifical Intelligence (IJCAI 99), Stockholm, Sweden, pp. 1146-1151.
19. Breazeal, C. & Scassellati, B. 2000 Infant-like social interactions between a robot and a human caregiver. Adap. Behav. 8, 47-72. (Pubitemid 33226799)
20. Breazeal, C. & Thomaz, A. 2008a Experiments in socially guided exploration: lessons learned in building robots that learn with and without human teachers. Connection Sci. 20, 91-100.
21. Breazeal, C. & Thomaz, A. L. 2008b Learning from human teachers with socially guided exploration. Proc. 2008 IEEE Int. Conf. on Robotics and Automation (ICRA-08), Pasadena, CA.
22. Breazeal, C., Edsinger, A., Fitzpatrick, P., Scassellati, B. & Varchavskaia, P. 2000 Social constraints on animate vision. IEEE Intell. Syst. Special Issue on Humanoid Robotics 15, 32-37.
23. Breazeal, C., Hoffman, G. & Lockerd, A. 2004 Teaching and working with robots as a collaboration. Proc. Third Int Joint Conf. on Autonomous Agents and Multi Agent Systems (AAMAS), pp. 1030-1037.
24. Breazeal, C., Buchsbaum, D., Gray, J., Gatenby, D. & Blumberg, B. 2005a Learning from and about others: towards using imitation to bootstrap the social understanding of others by robots. Artif. Life 11, 1-32.
25. Breazeal, C., Kidd, C., Thomaz, A. L., Hoffman, G. & Berlin, M. 2005b Effects of nonverbal communication on efficiency and robustness in human-robot teamwork. Proc. Int. Conf. on Intelligent Robotics and Systems.
26. Brooks, A. G. & Arkin, R. C. 2007 Behavioral overlays for non-verbal communication expression on a humanoid robot. Autonmous Robots 22, 55-74. (doi: 10.1007/ s10514-006-9005-9008)
27. Cahn, J. E. 1990 The generation of affect in synthesized speech. J. Am. Voice Input/Output Soc. 8, 1-19.
28. Calinon, S. & Billard, A. 2007 What is the teacher's role in robot programming by demonstration?-toward benchmarks for improved learning. Interaction Stud. Special Issue on psychological benchmarks in human-robot interaction 8, 441-464.
29. Cañamero, L. Animating affective robots for social interaction. In Animating expressive characters for social interaction (eds L. Cañamero & R. Aylett), pp. 103-122. Advances in Consciousness Research Series. John Benjamins Publishing Co.
30. Cañamero, L., Blanchard, A. & Nadel, J. 2006 Attachment bonds for human-like robots. Int. J. Humanoid Robot. 3, 301-320.
31. Cassell, J., Sullivan, J., Prevost, S. & Churchill, E. (eds) 2000 Embodied conversational agents. Boston, MA, USA: MIT Press.
32. Chernova, S. & Veloso, M. 2008 Teaching collaborative multirobot tasks through demonstration. IEEE-RAS Int. Conf. on Humanoid Robots, Daejeon, Korea, December 2008.
33. Dautenhahn, K. 1995 Getting to know each other-artificial social intelligence for autonomous robots. Robot. Autonomous Syst. 16, 333-356. (doi:10.1016/0921-8890(95)00054-2)
34. Dautenhahn, K. 1997 I could be you: the phenomenological dimension of social understanding. Cybernet. Syst. 28, 417-453. (doi:10.1080/019697297126074) (Pubitemid 127600704)
35. DiSalvo, C., Gemperle, F., Forlizzi, J. & Kiesler, S. 2002 All robots are not created equal: the design and perception of humanoid robot heads. Designing interactive systems. Proc. Fourth Conf. on Designing Interactive Systems: Processes, Practices, Methods, and Techniques, pp. 321-326.
36. Duffy, B. 2003 Anthropomorphism and the social robot. Robot. Autonomous Syst. 42, 177-190.
37. Duffy, B. R. 2008 Fundamental issues in affective intelligent social machines. Open Artif. Intell. J. 2, 21-34.
38. Fellous, J.-M. & Arbib, M. A. (eds) 2005 Who needs emotions?: The brain meets the robot. Oxford, UK: Oxford University Press.
39. Fong, T., Nourbakshsh, I. & Dautenhahn, K. 2003 A survey of social robots. Robot. Autonomous Syst. 42, 143-166. (doi:10.1016/S0921-8890(02)00372-X)
40. Fong, T., Nourbakhsh, L., Ambrose, R., Simmons, R., Schultz, A. & Scholtz, J. 2005 The peer-to-peer human-robot interaction project. Proc. AIAA Space 2005, September, 2005.
41. Fujita, M. 2004 On activating human communications with pet-type robot AIBO. Proc. of IEEE 92, pp. 1804-1813. (Pubitemid 40890673)
42. Fujie, S., Ejiri, Y., Nakajima, K., Matsusaka, Y. & Kobayashi, T. 2004 A conversation robot using head gesture recognition as paralinguistic information. Proc. IEEE RO-MAN 2004, September 2004, pp. 158-164. (Pubitemid 40822661)
43. Fujie, S., Fukushima, K. & Kobayashi, T. 2005 Backchannel feedback generation using linguistic and nonlinguistic information and its application to spoken dialogue system. Proc. Interspeech 2005, September 2005, pp. 889-892. (Pubitemid 43908205)
44. Gockley, R., Forlizzi, J. & Simmons, R. 2007 Natural person-following behavior for social robots. Proc. of Human-Robot Interaction, March, 2007, pp. 17-24. (Pubitemid 47327123)
45. Hayashi, K., Onishi, Y., Itoh, K., Miwa, H. & Takanishi, A. 2006 Development and evaluation of face robot to express various face shape. Proc. of IEEE Int. Conf. on Robotics and Automation, pp. 481-486. (Pubitemid 44940120)
46. Hersch, M., Sauser, E. & Billard, A. 2008 Online learning of the body schema. Int. J. Humanoid Robot. 5, 161-181. (doi:10.1142/S0219843608001376)
47. Holz, T., Dragone, M. & O'Hare, G. M. P. 2009 Where robots and virtual agents meet: a survey of social interaction across milgram's reality-virtuality continuum. Int. J. Soc. Robot. 1, 83-93.
48. Hovland, G. E., Sikka, P. & McCarragher, B. J. 1996 Skill acquisition from human demonstration using a hidden Markov model, IEEE Int. Conf. on Robotics and Automation, Minneapolis, MN, pp. 2706-2711. Minneapolis, MN: IEEE Press.
49. Iida, F., Tabata, M. & Hara, F. 1998 Generating personality character in a Face Robot through interaction with human. Proc. of Seventh IEEE Int. Workshop on Robot and Human Communication, pp. 481-486.
50. Imai, M., Ono, T. & Ishiguro, H. 2001 Physical relation and expression: joint attention for human-robot interaction. Proc. RO-MAN 2001, pp. 512-517. (Pubitemid 34198885)
51. Johnson, M. & Demiris, Y. 2005 Perceptual perspective taking and action recognition. Int. J. Adv. Robot. Syst. 2, 301-308. (Pubitemid 43130023)
52. Kidd, C. & Breazeal, C. 2004 Effect of a robot on user perceptions. Proc. 2004 IEEE/RSJ Int Conf. on Intelligent Robots and Systems (IROS), Sendai, Japan, vol.4. pp. 3559-3564.
53. Kidd, C. & Breazeal, C. 2008 Robots at home: understanding long-term human-robot interaction. Proc. 2008 IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS 2008), Nice, France.
54. Kikuchi, H., Yokoyama, M., Hoashi, K., Hidaki, Y., Kobayashi, T. & Shirai, K. 1998 Controlling gaze of humanoid in communication with human. Proc. IROS, October 1998, pp. 255-260.
55. Kozima, H. 2006 An anthropologist in the children's world: a field study of children's everyday interaction with an interactive robot. Proc. Int. Conf. on Development and Learning, ICDL-2006, Bloomington, IN, USA.
56. Krach, S., Hegel, F., Wrede, B., Sagerer, G., Binkofski, F. & Kircher, T. 2008 Can machines think? Interaction and perspective taking with robots investigated via fMRI. PLoS ONE 3.
57. Kuniyoshi, Y., Inaba, M. & Inoue, H. 1994 Learning by watching: extracting reuseable task knowledge from visual observation of human performance. IEEE Trans. Robot. Automat. 10, 799-822. (doi: 10.1109/70.338535)
58. Lim, H., Ishii, A. & Takanishi, A. 2004 Emotion-based biped walking. Int. J. Inform., Educ. Res. Robot. Artif. Intell. 22, 577-586.
59. Mataric, M. J., Zordan, V. B. & Mason, Z. 1998 Movement control methods for complex, dynamically simulated agents: Adonis dance the Macarena. Proc. Agents 1998, pp. 317-324
60. Matsusaka, Y., Tojo, T. & Kobayashi, T. 2003 Conversation robot participating in group conversation. Trans. IEICE E86-D, 26-36.
61. Miwa, H., Itoh, K., Matsumoto, M., Zecca, M., Takanobu, H., Roccella, S., Carrozza, M. C., Dario, P. & Takanishi, A. 2004a Effective emotional expressions with emotion expression humanoid robot WE-4RII. Proc. 2004 IEEE/RSJ Int Conf. on Intelligent Robots and Systems, pp. 2203-2208.
62. Miwa, H., Itoh, K., Takanobu, H. & Takanishi, A. 2004b Design and control of 9-DOFs emotion expression humanoid arm. IEEE Int. Conf. on Robotics and Automation, New Orleans, pp. 128-133.
63. Murphy, R. R., Tadokoro, S., Nardi, D., Jacoff, A., Fiorini, P., Choset, H. & Erkmen, A. M. 2008 Search and rescue robotics. In Handbook of robotics (eds A. Zelinkski & B. Sciliano), pp. 1151-1173.
64. Nicolescu, M. N. & Mataric, M. J. 2003 Natural methods for robot task learning: instructive demonstrations, generalization and practice. AAMAS 241-248.
65. Ogura, Y., Aikawa, H., Shimomura, K., Kondo, H., Morishima, A., Lim, H. & Takanishi, A. 2006 Development of a new humanoid robot WABIAN-2. Proc. IEEE Int. Conf. on Robotics and Automation, pp. 76-81. (Pubitemid 44940055)
66. Pardowitz, M., Zoeliner, R., Knoop, S. & Dilmann, R. 2007 Incremental learning of tasks from user demonstrations, past experiences and vocal comments. IEEE Trans. Syst., Man Cybernet., Part B 37, 322-332. (Pubitemid 46523222)
67. Picard, R. 2000 Affective computing. Cambridge, MA: MIT Press.
68. Powers, A., Kiesler, S., Torrey, C. & Fussell, S. 2007 Comparing a computer agent with a humanoid robot. Second ACM/IEEE Int. Conf. on Human-Robot Interaction (HRI 2007).
69. Roccella, S.A. et al. 2004 Design, fabrication and preliminary results of a novel anthropomorphic hand for humanoid robotics: RCH-1. Proc. of 2004 IEEE/RSJ Int. Conf. on Intelligent Robots and Systems, Sendai, pp. 266-271.
70. Roy, D. & Pentland, A. 1998 Learning audio-visually grounded words from natural input. AAAI Workshop on the Grounding of Word Meaning: Data and Models, Madison, WI.
71. Sakita, K., Ogawara, K., Murakami, S., Kawamura, K. & Ikeuchi, K. 2004 Flexible cooperation between human and robot by interpreting human intention from gaze information. Proc. Int. Conf. on Intelligent Robot and Systems, pp. 846-851. (Pubitemid 40275704)
72. Saunders, J., Nehaniv, C. & Dautenhahn, K. 2006 Teaching robots by moulding behavior and scaffolding the environment. Proc. ACM SIGCHI/SIGART Conf. on Human-Robot Interaction (HRI), pp. 118-125. (Pubitemid 44032397)
73. Scassellati, B. 1998 Imitation and mechanisms of joint attention: a developmental structure for building social skills on a humanoid robot. Computation for metaphors, analogy and agents, vol.1562 (ed. C. Nehaniv). Springer Lecture Notes in Artificial Intelligence. Berlin, Germany: Springer-Verlag.
74. Scassellati, B. 2001 Theory of mind for a humanoid robot. Autonomous Robots 12, 13-24.
75. Schaal, S. 1999 Is imitation learning the route to humanoid robots? Trends Cogn. Sci. 3, 233-242. (doi:10.1016/ S1364-6613(99)01327-3)
76. Sidner, C. L., Lee, C., Kidd, C. D., Lesh, N. & Rich, C. 2005 Explorations in engagement for humans and robots. Artif. Intell. 166, 140-164. (doi:10.1016/j.artint. 2005.03.005)
77. Siegel, M. 2008 Persuasive robotics: towards understanding the influence of a mobile humanoid robot over human belief and behavior. September 2008, S. M. Media Arts and Sciences. Cambridge, MA: MIT Press.
78. Stiehl, W., Lieberman, J., Breazeal, C., Basel, L., Lalla, L. & Wolf, M. 2005 Design of a therapeutic robotic companion for relational, affective touch. Proc. of 14th IEEE Workshop on Robot and Human Interactive Communication, pp. 408-415. (Pubitemid 44144416)
79. Tanaka, F., Noda, K., Sawada, T. & Fujita, M. 2004 Associated emotion and its expression in an entertainment robot QRIO. Proc. of the Third Int. Conf. on Entertainment Computing, Eindhoven, pp. 499-504. (Pubitemid 39216941)
80. Tanaka, F., Movellan, J. R., Fortenberry, B. & Aisaka, K. 2006 Daily HRI evaluation at a classroom environment: reports from dance interaction experiments. Proc. of the First Annual Conf. on Human-Robot Interaction (HRI 2006), Salt Lake City, USA, March 2006, pp. 3-9. (Pubitemid 44032382)
81. Thomaz, A. L. & Breazeal, C. 2008 Teachable robots: understanding human teaching behavior to build more effective robot learners. Artif. Intell. (AIJ) 172, 716-737. (doi:10.1016/j.artint.2007.09.009)
82. Thomaz, A. L., Berlin, M. & Breazeal, C. 2005 An embodied computational model of social referencing. Proc. 14th IEEE Workshop on Robot and Human Interactive Communication, Nashville, TN.
83. Trafton, J. G., Cassimatis, N. L., Bugajska, M. D., Brock, D. P., Mintz, F. E. & Schultz, A. C. 2005 Enabling effective human-robot interaction using perspective-taking in robots. IEEE Trans. Syst. Man Cybernet. Part A: Syst. Hum. 35, 460-470.
84. Wada, K., Shibata, T., Sakamoto, K. & Tanie, K. 2005 Long-term interaction between seal robots and elderly people-robot assisted activity at a health service facility for the aged. Proc. of the Third Int. Symp. on Autonomous Minirobots for Research and Edutainment, pp. 325-330. (Pubitemid 44172573)
85. Walters, M. L., Dautenhahn, K., Woods, S. N. & Koay, K. L. 2008 Robotic etiquette: results from user studies involving a fetch and carry task. Proc. of the Second ACMI/EEE Int Conf. on Human-Robot Interaction, pp. 317-342.