Abstract
In order to bootstrap shared communication systems, robots must have a non-verbal way to influence the attention of one another. This chapter presents an experiment in which a robot learns to interpret pointing gestures of another robot. We show that simple feature-based neural learning techniques permit reliably to discriminate between left and right pointing gestures. This is a first step towards more complex attention coordination behaviour. We discuss the results of this experiment in relation to possible developmental scenarios about how children learn to interpret pointing gestures.
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References
Steels, L., Kaplan, F.: Situated grounded word semantics. In: Dean, T. (ed.) Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence IJCAI 1999, pp. 862–867. Morgan Kaufmann Publishers, San Francisco (1999)
Steels, L., Kaplan, F.: Collective learning and semiotic dynamics. In: Floreano, D., Mondada, F. (eds.) ECAL 1999. LNCS (LNAI), vol. 1674, pp. 679–688. Springer, Heidelberg (1999)
Steels, L., Kaplan, F.: Bootstrapping grounded word semantics. In: Briscoe, T. (ed.) Linguistic evolution through language acquisition: formal and computational models, pp. 53–73. Cambridge University Press, Cambridge (2002)
Steels, L.: The Talking Heads Experiment. Words and Meanings, vol. 1. Antwerpen (1999)
Vogt, P.: Lexicon grounding on mobile robots. PhD thesis, Vrije Universiteit Brussel (2000)
Kaplan, F.: La naissance d’une langue chez les robots. Hermes Science (2001)
Steels, L., Kaplan, F., McIntyre, A., Van Looveren, J.: Crucial factors in the origins of word-meaning. In: Wray, A. (ed.) The Transition to Language, pp. 252–271. Oxford University Press, Oxford (2002)
Scassellati, B.: Imitation and mechanisms of joint attention: A developmental structure for building social skills on a humanoid robot. In: Nehaniv, C.L. (ed.) CMAA 1998. LNCS (LNAI), vol. 1562, p. 176. Springer, Heidelberg (1999)
Kozima, H., Yano, H.: A robot that learns to communicate with human caregivers. In: First International Workshop on Epigenetic Robotics, Lund, Sweden (2001)
Imai, M., Ono, T., Ishiguro, H.: Physical relation and expression: Joint attention for human-robot interaction. In: Proceedings of the 10th IEEE International Workshop on Robot and Human Communication (2001)
Nagai, Y., Asada, M., Hosoda, K.: A developmental approach accelerates learning of joint attention. In: Proceedings of the second international conference of development and learning (2002)
Nagai, Y., Hosoda, K., Morita, A., Asada, M.: A constructive model for the development of joint attention. Connection Science 15, 211–229 (2003)
Nickel, K., Stiefelhagen, R.: Real-time recognition of 3d-pointing gestures for human-machine-interaction. In: Michaelis, B., Krell, G. (eds.) DAGM 2003. LNCS, vol. 2781, pp. 557–565. Springer, Heidelberg (2003)
Baillie, J.C.: Grounding symbols in perception with two interacting autonomous robots. In: Berthouze, L., Kozima, H., Prince, C., Sandini, G., Stojanov, G., Metta, G., Balkenius, C. (eds.) Proceedings of the 4th International Workshop on Epigenetic Robotics: Modeling Cognitive Development in Robotic System, Lund University Cognitive Studies 117 (2004)
Kaplan, F., Oudeyer, P.Y.: Maximizing learning progress: an internal reward system for development. In: Iida, F., Pfeifer, R., Steels, L., Kuniyoshi, Y. (eds.) Embodied Artificial Intelligence. LNCS (LNAI), vol. 3139, pp. 259–270. Springer, Heidelberg (2004)
Carlson, E., Triesch, J.: A computational model of the emergence of gaze following. In: Proceedings of the 8th Neural Computation Workshop, NCPW8 (2003)
Jasso, H., Triesch, J., Teuscher, C.: Gaze following in the virtual living room. In: Palm, G., Wermter, S. (eds.) Proceedings of the KI 2004 Workshop on Neurobotics (2004)
Bell, A.J., Sejnowski, T.J.: Edges are the independent components of natural scenes. In: Advances in Neural Information Processing Systems (NIPS), pp. 831–837 (1996)
Dudek, G., Jenkin, M.: Computational principles of mobile robotics. Cambridge University Press, Cambridge (2000)
Witten, I., Eibe, F.: Data mining. Morgan Kaufmann Publishers, San Francisco (2000)
Butterworth, G.: Origins of mind in perception and action. In: Moore, C., Dunham, P. (eds.) Joint attention: its origins and role in development, pp. 29–40. Lawrence Erlbaum Associates, Mahwah (1995)
Baron-Cohen, S.: Mindblindness: an essay on autism and theory of mind. MIT Press, Boston (1997)
Tomasello, M.: Joint attention as social cognition. In: Moore, C., Dunham, P. (eds.) Joint attention: its origins and role in development, pp. 103–130. Lawrence Erlbaum Associates, Mahwah (1995)
Hobson, P.: The craddle of thought. Macmillan, Basingstoke (2002)
Kaplan, F., Hafner, V.: The challenges of joint attention. In: Berthouze, L., Kozima, H., Prince, C., Sandini, G., Stojanov, G., Metta, G., Balkenius, C. (eds.) Proceedings of the 4th International Workshop on Epigenetic Robotics: Modeling Cognitive Development in Robotic System, Lund University Cognitive Studies 117, pp. 67–74 (2004)
Brighton, H., Kirby, S., Smith, K.: Cultural selection for learnability: Three hypotheses underlying the view that language adapts to be learnable. In: Tallerman, M. (ed.) Language Origins: Perspective on Evolution. Oxford University Press, Oxford (2005)
Elshaw, M., Weber, C., Zochios, A., Wermter, S.A.: A mirror neuron inspired hierarchical network for action selection. In: Palm, G., Wermter, S. (eds.) Proceedings of the KI 2004 Workshop on NeuroBotics, Ulm, Germany, pp. 98–105 (2004)
Desrochers, S., Morisette, P., Ricard, M.: Two perspectives on pointing in infancy. In: Moore, C., Dunham, P. (eds.) Joint Attention: its origins and role in development, pp. 85–101. Lawrence Erlbaum Associates, Mahwah (1995)
Liszkowski, U., Carpenter, M., Henning, A., Striano, T., Tomasello, M.: Twelve-month-olds point to share attention and interest. Developmental Science 7, 297–307 (2004)
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Hafner, V.V., Kaplan, F. (2005). Learning to Interpret Pointing Gestures: Experiments with Four-Legged Autonomous Robots. In: Wermter, S., Palm, G., Elshaw, M. (eds) Biomimetic Neural Learning for Intelligent Robots. Lecture Notes in Computer Science(), vol 3575. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11521082_13
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DOI: https://doi.org/10.1007/11521082_13
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