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2015 | OriginalPaper | Buchkapitel

37. Embodied Intelligence

verfasst von : Angelo Cangelosi, Josh Bongard, Martin H. Fischer, Stefano Nolfi

Erschienen in: Springer Handbook of Computational Intelligence

Verlag: Springer Berlin Heidelberg

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Abstract

Embodied intelligence is the computational approach to the design and understanding of intelligent behavior in embodied and situated agents through the consideration of the strict coupling between the agent and its environment (situatedness), mediated by the constraints of the agent’s own body, perceptual and motor system, and brain (embodiment). The emergence of the field of embodied intelligence is closely linked to parallel developments in computational intelligence and robotics, where the focus is on morphological computation and sensory–motor coordination in evolutionary robotics models, and in neuroscience and cognitive sciences where the focus is on embodied cognition and developmental robotics models of embodied symbol learning. This chapter provides a theoretical and technical overview of some principles of embodied intelligence, namely morphological computation, sensory–motor coordination, and developmental embodied cognition. It will also discuss some tutorial examples on the modeling of body/brain/environment adaptation for the evolution of morphological computational agents, evolutionary robotics model of navigation and object discrimination, and developmental robotics models of language and numerical cognition in humanoid robots.

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Literatur
[37.1]
Zurück zum Zitat R.D. Beer: A dynamical systems perspective on agent-environment interaction, Artif. Intell. 72, 173–215 (1995)CrossRef R.D. Beer: A dynamical systems perspective on agent-environment interaction, Artif. Intell. 72, 173–215 (1995)CrossRef
[37.2]
Zurück zum Zitat R.A. Brooks: Elephants don't play chess, Robot. Auton. Syst. 6(1), 3–15 (1990)CrossRef R.A. Brooks: Elephants don't play chess, Robot. Auton. Syst. 6(1), 3–15 (1990)CrossRef
[37.3]
Zurück zum Zitat A. Cangelosi: Grounding language in action and perception: From cognitive agents to humanoid robots, Phys. Life Rev. 7(2), 139–151 (2010)CrossRef A. Cangelosi: Grounding language in action and perception: From cognitive agents to humanoid robots, Phys. Life Rev. 7(2), 139–151 (2010)CrossRef
[37.4]
Zurück zum Zitat H.J. Chiel, R.D. Beer: The brain has a body: Adaptive behavior emerges from interactions of nervous system, body and environment, Trends Neurosci. 20, 553–557 (1997)CrossRef H.J. Chiel, R.D. Beer: The brain has a body: Adaptive behavior emerges from interactions of nervous system, body and environment, Trends Neurosci. 20, 553–557 (1997)CrossRef
[37.5]
Zurück zum Zitat F. Keijzer: Representation and Behavior (MIT Press, London 2001) F. Keijzer: Representation and Behavior (MIT Press, London 2001)
[37.6]
Zurück zum Zitat S. Nolfi, D. Floreano: Evolutionary Robotics: The Biology, Intelligence, and Technology of Self-Organizing Machines (MIT/Bradford Books, Cambridge 2000) S. Nolfi, D. Floreano: Evolutionary Robotics: The Biology, Intelligence, and Technology of Self-Organizing Machines (MIT/Bradford Books, Cambridge 2000)
[37.7]
Zurück zum Zitat R. Pfeifer, J.C. Bongard: How the Body Shapes the Way We Think: A New View of Intelligence (MIT Press, Cambridge 2006) R. Pfeifer, J.C. Bongard: How the Body Shapes the Way We Think: A New View of Intelligence (MIT Press, Cambridge 2006)
[37.8]
Zurück zum Zitat C. Paul: Morphology and computation, Proc. Int. Conf. Simul. Adapt. Behav. (2004) pp. 33–38 C. Paul: Morphology and computation, Proc. Int. Conf. Simul. Adapt. Behav. (2004) pp. 33–38
[37.9]
Zurück zum Zitat C. Paul: Morphological computation: A basis for the analysis of morphology and control requirements, Robot. Auton. Syst. 54(8), 619–630 (2006)CrossRef C. Paul: Morphological computation: A basis for the analysis of morphology and control requirements, Robot. Auton. Syst. 54(8), 619–630 (2006)CrossRef
[37.10]
Zurück zum Zitat R. Pfeifer, F. Iida: Morphological computation: Connecting body, brain and environment, Jpn. Sci. Mon. 58(2), 48–54 (2005) R. Pfeifer, F. Iida: Morphological computation: Connecting body, brain and environment, Jpn. Sci. Mon. 58(2), 48–54 (2005)
[37.11]
Zurück zum Zitat G. Pezzulo, L.W. Barsalou, A. Cangelosi, M.H. Fischer, K. McRae, M.J. Spivey: The mechanics of embodiment: A dialog on embodiment and computational modeling, Front. Psychol. 2(5), 1–21 (2011) G. Pezzulo, L.W. Barsalou, A. Cangelosi, M.H. Fischer, K. McRae, M.J. Spivey: The mechanics of embodiment: A dialog on embodiment and computational modeling, Front. Psychol. 2(5), 1–21 (2011)
[37.12]
Zurück zum Zitat D. Pecher, R.A. Zwaan (Eds.): Grounding Cognition: The Role of Perception and Action in Memory, Language, and Thinking (Cambridge Univ. Press, Cambridge 2005) D. Pecher, R.A. Zwaan (Eds.): Grounding Cognition: The Role of Perception and Action in Memory, Language, and Thinking (Cambridge Univ. Press, Cambridge 2005)
[37.13]
Zurück zum Zitat M. Wilson: Six views of embodied cognition, Psychon. Bull. Rev. 9, 625–636 (2002)CrossRef M. Wilson: Six views of embodied cognition, Psychon. Bull. Rev. 9, 625–636 (2002)CrossRef
[37.14]
Zurück zum Zitat L. Meteyard, S.R. Cuadrado, B. Bahrami, G. Vigliocco: Coming of age: A review of embodiment and the neuroscience of semantics, Cortex 48(7), 788–804 (2012)CrossRef L. Meteyard, S.R. Cuadrado, B. Bahrami, G. Vigliocco: Coming of age: A review of embodiment and the neuroscience of semantics, Cortex 48(7), 788–804 (2012)CrossRef
[37.15]
Zurück zum Zitat R. Shepard, J. Metzler: Mental rotation of three dimensional objects, Science 171(972), 701–703 (1972) R. Shepard, J. Metzler: Mental rotation of three dimensional objects, Science 171(972), 701–703 (1972)
[37.16]
Zurück zum Zitat K. Dijkstra, M.P. Kaschak, R.A. Zwaan: Body posture facilitiates the retrieval of autobiographical memories, Cognition 102, 139–149 (2007)CrossRef K. Dijkstra, M.P. Kaschak, R.A. Zwaan: Body posture facilitiates the retrieval of autobiographical memories, Cognition 102, 139–149 (2007)CrossRef
[37.17]
Zurück zum Zitat L.E. Williams, J.A. Bargh: Keeping one's distance: The influence of spatial distance cues on affect and evaluation, Psychol. Sci. 19, 302–308 (2008)CrossRef L.E. Williams, J.A. Bargh: Keeping one's distance: The influence of spatial distance cues on affect and evaluation, Psychol. Sci. 19, 302–308 (2008)CrossRef
[37.18]
Zurück zum Zitat A. Cangelosi, M. Schlesinger: Developmental Robotics: From Babies to Robots (MIT Press, Cambridge 2012) A. Cangelosi, M. Schlesinger: Developmental Robotics: From Babies to Robots (MIT Press, Cambridge 2012)
[37.19]
Zurück zum Zitat J. Bongard: The utility of evolving simulated robot morphology increases with task complexity for object manipulation, Artif. Life 16(3), 201–223 (2010)CrossRef J. Bongard: The utility of evolving simulated robot morphology increases with task complexity for object manipulation, Artif. Life 16(3), 201–223 (2010)CrossRef
[37.20]
Zurück zum Zitat E. Tuci, G. Massera, S. Nolfi: Active categorical perception of object shapes in a simulated anthropomorphic robotic arm, IEEE Trans. Evol. Comput. 14(6), 885–899 (2010)CrossRef E. Tuci, G. Massera, S. Nolfi: Active categorical perception of object shapes in a simulated anthropomorphic robotic arm, IEEE Trans. Evol. Comput. 14(6), 885–899 (2010)CrossRef
[37.21]
Zurück zum Zitat R. Pfeifer, G. Gomez: Morphological computation – Connecting brain, body, and environment, Lect. Notes Comput. Sci. 5436, 66–83 (2009)CrossRef R. Pfeifer, G. Gomez: Morphological computation – Connecting brain, body, and environment, Lect. Notes Comput. Sci. 5436, 66–83 (2009)CrossRef
[37.22]
Zurück zum Zitat V. Pavlov, A. Timofeyev: Construction and stabilization of programmed movements of a mobile robot-manipulator, Eng. Cybern. 14(6), 70–79 (1976) V. Pavlov, A. Timofeyev: Construction and stabilization of programmed movements of a mobile robot-manipulator, Eng. Cybern. 14(6), 70–79 (1976)
[37.23]
Zurück zum Zitat S. Hirose, Y. Umetani: The development of soft gripper for the versatile robot hand, Mech. Mach. Theor. 13(3), 351–359 (1978)CrossRef S. Hirose, Y. Umetani: The development of soft gripper for the versatile robot hand, Mech. Mach. Theor. 13(3), 351–359 (1978)CrossRef
[37.24]
Zurück zum Zitat E. Brown, N. Rodenberg, J. Amend, A. Mozeika, E. Steltz, M.R. Zakin, H. Lipson, H.M. Jaeger: Universal robotic gripper based on the jamming of granular material, Proc. Natl. Acad. Sci. USA 107(44), 18809–18814 (2010)CrossRef E. Brown, N. Rodenberg, J. Amend, A. Mozeika, E. Steltz, M.R. Zakin, H. Lipson, H.M. Jaeger: Universal robotic gripper based on the jamming of granular material, Proc. Natl. Acad. Sci. USA 107(44), 18809–18814 (2010)CrossRef
[37.25]
Zurück zum Zitat T.J. Allen, R.D. Quinn, R.J. Bachmann, R.E. Ritzmann: Abstracted biological principles applied with reduced actuation improve mobility of legged vehicles, Proc. IEEE/RSJ Int. Conf. Intell. Robot. Syst. 2 (2003) pp. 1370–1375 T.J. Allen, R.D. Quinn, R.J. Bachmann, R.E. Ritzmann: Abstracted biological principles applied with reduced actuation improve mobility of legged vehicles, Proc. IEEE/RSJ Int. Conf. Intell. Robot. Syst. 2 (2003) pp. 1370–1375
[37.26]
Zurück zum Zitat M. Wisse, G. Feliksdal, J. Van Frankkenhuyzen, B. Moyer: Passive-based walking robot, IEEE Robot. Autom. Mag. 14(2), 52–62 (2007)CrossRef M. Wisse, G. Feliksdal, J. Van Frankkenhuyzen, B. Moyer: Passive-based walking robot, IEEE Robot. Autom. Mag. 14(2), 52–62 (2007)CrossRef
[37.27]
Zurück zum Zitat K. Sims: Evolving 3d morphology and behavior by competition, Artif. Life 1(4), 353–372 (1994)CrossRef K. Sims: Evolving 3d morphology and behavior by competition, Artif. Life 1(4), 353–372 (1994)CrossRef
[37.28]
Zurück zum Zitat J.E. Auerbach, J.C. Bongard: On the relationship between environmental and morphological complexity in evolved robots, Proc. 14th Int. Conf. Genet. Evol. Comput. (2012) pp. 521–528 J.E. Auerbach, J.C. Bongard: On the relationship between environmental and morphological complexity in evolved robots, Proc. 14th Int. Conf. Genet. Evol. Comput. (2012) pp. 521–528
[37.30]
Zurück zum Zitat J.E. Auerbach, J.C. Bongard: On the relationship between environmental and mechanical complexity in evolved robots, Proc. 13th Int. Conf. Simul. Synth. Living Syst. (2012) pp. 309–316 J.E. Auerbach, J.C. Bongard: On the relationship between environmental and mechanical complexity in evolved robots, Proc. 13th Int. Conf. Simul. Synth. Living Syst. (2012) pp. 309–316
[37.31]
Zurück zum Zitat F. Mondada, E. Franzi, P. Ienne: Mobile robot miniaturisation: A tool for investigation in control algorithms, Proc. 3rd Int. Symp. Exp. Robot. (Kyoto, Japan 1993) F. Mondada, E. Franzi, P. Ienne: Mobile robot miniaturisation: A tool for investigation in control algorithms, Proc. 3rd Int. Symp. Exp. Robot. (Kyoto, Japan 1993)
[37.32]
[37.33]
Zurück zum Zitat C. Scheier, R. Pfeifer, Y. Kunyioshi: Embedded neural networks: Exploiting constraints, Neural Netw. 11, 1551–1596 (1998)CrossRef C. Scheier, R. Pfeifer, Y. Kunyioshi: Embedded neural networks: Exploiting constraints, Neural Netw. 11, 1551–1596 (1998)CrossRef
[37.34]
Zurück zum Zitat S. Nolfi: Categories formation in self-organizing embodied agents. In: Handbook of Categorization in Cognitive Science, ed. by H. Cohen, C. Lefebvre (Elsevier, Amsterdam 2005) pp. 869–889CrossRef S. Nolfi: Categories formation in self-organizing embodied agents. In: Handbook of Categorization in Cognitive Science, ed. by H. Cohen, C. Lefebvre (Elsevier, Amsterdam 2005) pp. 869–889CrossRef
[37.35]
Zurück zum Zitat J.J. Gibson: The Perception of the Visual World (Houghton Mifflin, Boston 1950) J.J. Gibson: The Perception of the Visual World (Houghton Mifflin, Boston 1950)
[37.36]
Zurück zum Zitat N. Franceschini, F. Ruffier, J. Serres, S. Viollet: Optic flow based visual guidance: From flying insects to miniature aerial vehicles. In: Aerial Vehicles, ed. by T.M. Lam (InTech, Rijeka 2009) N. Franceschini, F. Ruffier, J. Serres, S. Viollet: Optic flow based visual guidance: From flying insects to miniature aerial vehicles. In: Aerial Vehicles, ed. by T.M. Lam (InTech, Rijeka 2009)
[37.37]
Zurück zum Zitat S. Nolfi, D. Marocco: Active perception: A sensorimotor account of object categorization. In: From Animals to Animats 7, (MIT Press, Cambridge 2002) pp. 266–271 S. Nolfi, D. Marocco: Active perception: A sensorimotor account of object categorization. In: From Animals to Animats 7, (MIT Press, Cambridge 2002) pp. 266–271
[37.38]
Zurück zum Zitat D. Floreano, T. Kato, D. Marocco, S. Sauser: Coevolution of active vision and feature selection, Biol. Cybern. 90(3), 218–228 (2004)MATHCrossRef D. Floreano, T. Kato, D. Marocco, S. Sauser: Coevolution of active vision and feature selection, Biol. Cybern. 90(3), 218–228 (2004)MATHCrossRef
[37.39]
Zurück zum Zitat H.A. Ruff: Infants' manipulative exploration of objects: Effect of age and object characteristics, Dev. Psychol. 20, 9–20 (1984)CrossRef H.A. Ruff: Infants' manipulative exploration of objects: Effect of age and object characteristics, Dev. Psychol. 20, 9–20 (1984)CrossRef
[37.40]
[37.41]
[37.42]
Zurück zum Zitat J. De Greef, S. Nolfi: Evolution of implicit and explicit communication in a group of mobile robots. In: Evolution of Communication and Language in Embodied Agents, ed. by S. Nolfi, M. Mirolli (Springer, Berlin 2010) J. De Greef, S. Nolfi: Evolution of implicit and explicit communication in a group of mobile robots. In: Evolution of Communication and Language in Embodied Agents, ed. by S. Nolfi, M. Mirolli (Springer, Berlin 2010)
[37.43]
Zurück zum Zitat J.L. Elman, E.A. Bates, M. Johnson, A. Karmiloff-Smith, D. Parisi, K. Plunkett: Rethinking Innateness: A Connectionist Perspective on Development (MIT Press, Cambridge 1996) J.L. Elman, E.A. Bates, M. Johnson, A. Karmiloff-Smith, D. Parisi, K. Plunkett: Rethinking Innateness: A Connectionist Perspective on Development (MIT Press, Cambridge 1996)
[37.44]
Zurück zum Zitat S. Nolfi, D. Floreano: Learning and evolution, auton, Robots 7(1), 89–113 (1999)CrossRef S. Nolfi, D. Floreano: Learning and evolution, auton, Robots 7(1), 89–113 (1999)CrossRef
[37.45]
Zurück zum Zitat N. Bernstein: The Coordination and Regulation of Movements (Pergamon, Oxford 1967) N. Bernstein: The Coordination and Regulation of Movements (Pergamon, Oxford 1967)
[37.46]
Zurück zum Zitat P. Savastano, S. Nolfi: Incremental learning in a 14 DOF simulated iCub robot: Modelling infant reach/grasp development, Lect. Notes Comput. Sci. 7375, 369–370 (2012)CrossRef P. Savastano, S. Nolfi: Incremental learning in a 14 DOF simulated iCub robot: Modelling infant reach/grasp development, Lect. Notes Comput. Sci. 7375, 369–370 (2012)CrossRef
[37.47]
Zurück zum Zitat A.M. Collins, M.R. Quillian: Retrieval time from semantic memory, J. Verb. Learn. Verb. Behav. 8, 240–247 (1969)CrossRef A.M. Collins, M.R. Quillian: Retrieval time from semantic memory, J. Verb. Learn. Verb. Behav. 8, 240–247 (1969)CrossRef
[37.48]
Zurück zum Zitat E. Rosch: Cognitive representations of semantic categories, J. Exp. Psychol. Gen. 104, 192–233 (1975)CrossRef E. Rosch: Cognitive representations of semantic categories, J. Exp. Psychol. Gen. 104, 192–233 (1975)CrossRef
[37.49]
Zurück zum Zitat D.E. Rumelhart, J.L. McClelland, P.D.P. Group: Parallel Distributed Processing: Explorations in the microstructure of Cognition (MIT Press, Cambridge 1986) D.E. Rumelhart, J.L. McClelland, P.D.P. Group: Parallel Distributed Processing: Explorations in the microstructure of Cognition (MIT Press, Cambridge 1986)
[37.50]
Zurück zum Zitat S. Harnad: The symbol grounding problem, Physica D 42, 335–346 (1990)CrossRef S. Harnad: The symbol grounding problem, Physica D 42, 335–346 (1990)CrossRef
[37.51]
Zurück zum Zitat L.W. Barsalou: Grounded cognition, Annu. Rev. Psychol. 59, 617–645 (2008)CrossRef L.W. Barsalou: Grounded cognition, Annu. Rev. Psychol. 59, 617–645 (2008)CrossRef
[37.52]
Zurück zum Zitat M. Asada, K. Hosoda, Y. Kuniyoshi, H. Ishiguro, T. Inui, Y. Yoshikawa, M. Ogino, C. Yoshida: Cognitive developmental robotics: A survey, IEEE Trans. Auton. Mental Dev. 1, 12–34 (2009)CrossRef M. Asada, K. Hosoda, Y. Kuniyoshi, H. Ishiguro, T. Inui, Y. Yoshikawa, M. Ogino, C. Yoshida: Cognitive developmental robotics: A survey, IEEE Trans. Auton. Mental Dev. 1, 12–34 (2009)CrossRef
[37.53]
Zurück zum Zitat M. Lungarella, G. Metta, R. Pfeifer, G. Sandini: Developmental robotics: A survey, Connect Sci. 15(4), 151–190 (2003)CrossRef M. Lungarella, G. Metta, R. Pfeifer, G. Sandini: Developmental robotics: A survey, Connect Sci. 15(4), 151–190 (2003)CrossRef
[37.54]
Zurück zum Zitat P.Y. Oudeyer: Developmental robotics. In: Encyclopedia of the Sciences of Learning, Springer References Series, ed. by N.M. Seel (Springer, New York 2012) p. 329 P.Y. Oudeyer: Developmental robotics. In: Encyclopedia of the Sciences of Learning, Springer References Series, ed. by N.M. Seel (Springer, New York 2012) p. 329
[37.55]
Zurück zum Zitat A. Glenberg, K. Kaschak: Grounding language in action, Psychon. Bull. Rev. 9(3), 558–565 (2002)CrossRef A. Glenberg, K. Kaschak: Grounding language in action, Psychon. Bull. Rev. 9(3), 558–565 (2002)CrossRef
[37.56]
Zurück zum Zitat M.H. Fischer, R.A. Zwaan: Embodied language – A review of the role of the motor system in language comprehension, Q. J. Exp. Psychol. 61(6), 825–850 (2008)CrossRef M.H. Fischer, R.A. Zwaan: Embodied language – A review of the role of the motor system in language comprehension, Q. J. Exp. Psychol. 61(6), 825–850 (2008)CrossRef
[37.57]
Zurück zum Zitat F. Pulvermüller: The Neuroscience of Language (Cambridge Univ. Press, Cambridge 2003)CrossRef F. Pulvermüller: The Neuroscience of Language (Cambridge Univ. Press, Cambridge 2003)CrossRef
[37.58]
Zurück zum Zitat S.F. Cappa, D. Perani: The neural correlates of noun and verb processing, J. Neurolinguist. 16(2/3), 183–189 (2003)CrossRef S.F. Cappa, D. Perani: The neural correlates of noun and verb processing, J. Neurolinguist. 16(2/3), 183–189 (2003)CrossRef
[37.59]
Zurück zum Zitat O. Hauk, I. Johnsrude, F. Pulvermüller: Somatotopic representation of action words in human motor and premotor cortex, Neuron 41(2), 301–330 (2004)CrossRef O. Hauk, I. Johnsrude, F. Pulvermüller: Somatotopic representation of action words in human motor and premotor cortex, Neuron 41(2), 301–330 (2004)CrossRef
[37.60]
Zurück zum Zitat M. Tomasello: Constructing a Language (Harvard Univ. Press, Cambridge 2003) M. Tomasello: Constructing a Language (Harvard Univ. Press, Cambridge 2003)
[37.61]
Zurück zum Zitat L.B. Smith, L. Samuelson: Objects in space and mind: From reaching to words. In: Thinking Through Space: Spatial Foundations of Language and Cognition, ed. by K. Mix, L.B. Smith, M. Gasser (Oxford Univ. Press, Oxford 2010) L.B. Smith, L. Samuelson: Objects in space and mind: From reaching to words. In: Thinking Through Space: Spatial Foundations of Language and Cognition, ed. by K. Mix, L.B. Smith, M. Gasser (Oxford Univ. Press, Oxford 2010)
[37.62]
Zurück zum Zitat A.F. Morse, T. Belpaeme, A. Cangelosi, L.B. Smith: Thinking with your body: Modelling spatial biases in categorization using a real humanoid robot, 2010 Annu. Meet. Cogn. Sci. Soc. (2010) pp. 33–38 A.F. Morse, T. Belpaeme, A. Cangelosi, L.B. Smith: Thinking with your body: Modelling spatial biases in categorization using a real humanoid robot, 2010 Annu. Meet. Cogn. Sci. Soc. (2010) pp. 33–38
[37.63]
Zurück zum Zitat G. Metta, L. Natale, F. Nori, G. Sandini, D. Vernon, L. Fadiga, C. von Hofsten, J. Santos-Victor, A. Bernardino, L. Montesano: The iCub humanoid robot: An open-systems platform for research in cognitive development, Neural Netw. 23, 1125–1134 (2010)CrossRef G. Metta, L. Natale, F. Nori, G. Sandini, D. Vernon, L. Fadiga, C. von Hofsten, J. Santos-Victor, A. Bernardino, L. Montesano: The iCub humanoid robot: An open-systems platform for research in cognitive development, Neural Netw. 23, 1125–1134 (2010)CrossRef
[37.64]
Zurück zum Zitat A.F. Morse, J. de Greeff, T. Belpaeme, A. Cangelosi: Epigenetic robotics architecture (ERA), IEEE Trans. Auton. Mental Dev. 2(4), 325–339 (2010)CrossRef A.F. Morse, J. de Greeff, T. Belpaeme, A. Cangelosi: Epigenetic robotics architecture (ERA), IEEE Trans. Auton. Mental Dev. 2(4), 325–339 (2010)CrossRef
[37.65]
Zurück zum Zitat Y. Sugita, J. Tani: Learning semantic combinatoriality from the interaction between linguistic and behavioral processes, Adapt. Behav. 13(1), 33–52 (2005)CrossRef Y. Sugita, J. Tani: Learning semantic combinatoriality from the interaction between linguistic and behavioral processes, Adapt. Behav. 13(1), 33–52 (2005)CrossRef
[37.66]
Zurück zum Zitat V. Tikhanoff, A. Cangelosi, G. Metta: Language understanding in humanoid robots: iCub simulation experiments, IEEE Trans. Auton. Mental Dev. 3(1), 17–29 (2011)CrossRef V. Tikhanoff, A. Cangelosi, G. Metta: Language understanding in humanoid robots: iCub simulation experiments, IEEE Trans. Auton. Mental Dev. 3(1), 17–29 (2011)CrossRef
[37.67]
Zurück zum Zitat E. Tuci, T. Ferrauto, A. Zeschel, G. Massera, S. Nolfi: An experiment on behavior generalization and the emergence of linguistic compositionality in evolving robots, IEEE Trans. Auton. Mental Dev. 3(2), 176–189 (2011)CrossRef E. Tuci, T. Ferrauto, A. Zeschel, G. Massera, S. Nolfi: An experiment on behavior generalization and the emergence of linguistic compositionality in evolving robots, IEEE Trans. Auton. Mental Dev. 3(2), 176–189 (2011)CrossRef
[37.68]
Zurück zum Zitat Y. Yamashita, J. Tani: Emergence of functional hierarchy in a multiple timescale neural network model: A humanoid robot experiment, PLoS Comput. Biol. 4(11), e1000220 (2008)CrossRef Y. Yamashita, J. Tani: Emergence of functional hierarchy in a multiple timescale neural network model: A humanoid robot experiment, PLoS Comput. Biol. 4(11), e1000220 (2008)CrossRef
[37.69]
Zurück zum Zitat L. Steels: Modeling the cultural evolution of language, Phys. Life Rev. 8(4), 339–356 (2011)CrossRef L. Steels: Modeling the cultural evolution of language, Phys. Life Rev. 8(4), 339–356 (2011)CrossRef
[37.70]
Zurück zum Zitat L. Steels: Experiments in Cultural Language Evolution, Advances in Interaction Studies, Vol. 3 (John Benjamins, Amsterdam 2012)CrossRef L. Steels: Experiments in Cultural Language Evolution, Advances in Interaction Studies, Vol. 3 (John Benjamins, Amsterdam 2012)CrossRef
[37.71]
Zurück zum Zitat F. Stramandinoli, D. Marocco, A. Cangelosi: The grounding of higher order concepts in action and language: A cognitive robotics model, Neural Netw. 32, 165–173 (2012)CrossRef F. Stramandinoli, D. Marocco, A. Cangelosi: The grounding of higher order concepts in action and language: A cognitive robotics model, Neural Netw. 32, 165–173 (2012)CrossRef
[37.72]
Zurück zum Zitat J. Piaget: The Origins of Intelligence in Children (International Univ. Press, New York 1952)CrossRef J. Piaget: The Origins of Intelligence in Children (International Univ. Press, New York 1952)CrossRef
[37.73]
Zurück zum Zitat G.J. Groen, J.M. Parkman: A chronometric analysis of simple addition, Psychol. Rev. 79(4), 329–343 (1972)CrossRef G.J. Groen, J.M. Parkman: A chronometric analysis of simple addition, Psychol. Rev. 79(4), 329–343 (1972)CrossRef
[37.74]
Zurück zum Zitat R.S. Moyer, T.K. Landauer: Time required for judgements of numerical inequality, Nature 215, 1519–1520 (1967)CrossRef R.S. Moyer, T.K. Landauer: Time required for judgements of numerical inequality, Nature 215, 1519–1520 (1967)CrossRef
[37.75]
Zurück zum Zitat M. Rucinski, A. Cangelosi, T. Belpaeme: An embodied developmental robotic model of interactions between numbers and space, Expanding the Space of Cognitive Science, 23rd Annu. Meet. Cogn. Sci. Soc., ed. by L. Carlson, C. Hoelscher, T.F. Shipley (Cognitive Science Society, Austin 2011) pp. 237–242 M. Rucinski, A. Cangelosi, T. Belpaeme: An embodied developmental robotic model of interactions between numbers and space, Expanding the Space of Cognitive Science, 23rd Annu. Meet. Cogn. Sci. Soc., ed. by L. Carlson, C. Hoelscher, T.F. Shipley (Cognitive Science Society, Austin 2011) pp. 237–242
[37.76]
Zurück zum Zitat S. Dehaene, S. Bossini, P. Giraux: The mental representation of parity and number magnitude, J. Exp. Psychol. Gen. 122, 371–396 (1993)CrossRef S. Dehaene, S. Bossini, P. Giraux: The mental representation of parity and number magnitude, J. Exp. Psychol. Gen. 122, 371–396 (1993)CrossRef
[37.77]
Zurück zum Zitat G. Wood, H.C. Nuerk, K. Willmes, M.H. Fischer: On the cognitive link between space and number: A meta-analysis of the SNARC effect, Psychol. Sci. Q. 50(4), 489–525 (2008) G. Wood, H.C. Nuerk, K. Willmes, M.H. Fischer: On the cognitive link between space and number: A meta-analysis of the SNARC effect, Psychol. Sci. Q. 50(4), 489–525 (2008)
[37.78]
Zurück zum Zitat M.H. Fischer, A.D. Castel, M.D. Dodd, J. Pratt: Perceiving numbers causes spatial shifts of attention, Nat. Neurosci. 6(6), 555–556 (2003)CrossRef M.H. Fischer, A.D. Castel, M.D. Dodd, J. Pratt: Perceiving numbers causes spatial shifts of attention, Nat. Neurosci. 6(6), 555–556 (2003)CrossRef
[37.79]
Zurück zum Zitat D.B. Berch, E.J. Foley, R. Hill, R.P. McDonough: Extracting parity and magnitude from Arabic numerals: Developmental changes in number processing and mental representation, J. Exp. Child Psychol. 74, 286–308 (1999)CrossRef D.B. Berch, E.J. Foley, R. Hill, R.P. McDonough: Extracting parity and magnitude from Arabic numerals: Developmental changes in number processing and mental representation, J. Exp. Child Psychol. 74, 286–308 (1999)CrossRef
[37.80]
Zurück zum Zitat M.H. Fischer: Finger counting habits modulate spatial-numerical associations, Cortex 44, 386–392 (2008)CrossRef M.H. Fischer: Finger counting habits modulate spatial-numerical associations, Cortex 44, 386–392 (2008)CrossRef
[37.81]
Zurück zum Zitat S.M. Göbel, S. Shaki, M.H. Fischer: The cultural number line: A review of cultural and linguistic influences on the development of number processing, J. Cross-Cult. Psychol. 42, 543–565 (2011)CrossRef S.M. Göbel, S. Shaki, M.H. Fischer: The cultural number line: A review of cultural and linguistic influences on the development of number processing, J. Cross-Cult. Psychol. 42, 543–565 (2011)CrossRef
[37.82]
Zurück zum Zitat S. Shaki, M.H. Fischer: Reading space into numbers – A cross-linguistic comparison of the SNARC effect, Cognition 108, 590–599 (2008)CrossRef S. Shaki, M.H. Fischer: Reading space into numbers – A cross-linguistic comparison of the SNARC effect, Cognition 108, 590–599 (2008)CrossRef
[37.83]
Zurück zum Zitat S. Shaki, M.H. Fischer, W.M. Petrusic: Reading habits for both words and numbers contribute to the SNARC effect, Psychon. Bull. Rev. 16(2), 328–331 (2009)CrossRef S. Shaki, M.H. Fischer, W.M. Petrusic: Reading habits for both words and numbers contribute to the SNARC effect, Psychon. Bull. Rev. 16(2), 328–331 (2009)CrossRef
[37.84]
Zurück zum Zitat M.H. Fischer, R. Mills, S. Shaki: How to cook a SNARC: Number placement in text rapidly changes spatial-numerical associations, Brain Cogn. 72, 333–336 (2010)CrossRef M.H. Fischer, R. Mills, S. Shaki: How to cook a SNARC: Number placement in text rapidly changes spatial-numerical associations, Brain Cogn. 72, 333–336 (2010)CrossRef
[37.85]
Zurück zum Zitat M.H. Fischer, P. Brugger: When digits help digits: Spatial-numerical associations point to finger counting as prime example of embodied cognition, Front. Psychol. 2, 260 (2011)CrossRef M.H. Fischer, P. Brugger: When digits help digits: Spatial-numerical associations point to finger counting as prime example of embodied cognition, Front. Psychol. 2, 260 (2011)CrossRef
[37.86]
Zurück zum Zitat M. Pinhas, M.H. Fischer: Mental movements without magnitude? A study of spatial biases in symbolic arithmetic, Cognition 109, 408–415 (2008)CrossRef M. Pinhas, M.H. Fischer: Mental movements without magnitude? A study of spatial biases in symbolic arithmetic, Cognition 109, 408–415 (2008)CrossRef
[37.87]
Zurück zum Zitat M. Rucinski, A. Cangelosi, T. Belpaeme: Robotic model of the contribution of gesture to learning to count, Proc. IEEE ICDL-EpiRob Conf. Dev. (2012) M. Rucinski, A. Cangelosi, T. Belpaeme: Robotic model of the contribution of gesture to learning to count, Proc. IEEE ICDL-EpiRob Conf. Dev. (2012)
[37.88]
Zurück zum Zitat Q. Chen, T. Verguts: Beyond the mental number line: A neural network model of number-space interactions, Cogn. Psychol. 60(3), 218–240 (2010)CrossRef Q. Chen, T. Verguts: Beyond the mental number line: A neural network model of number-space interactions, Cogn. Psychol. 60(3), 218–240 (2010)CrossRef
[37.89]
Zurück zum Zitat D. Caligiore, A.M. Borghi, D. Parisi, G. Baldassarre: TRoPICALS: A computational embodied neuroscience model of compatibility effects, Psychol. Rev. 117, 1188–1228 (2010)CrossRef D. Caligiore, A.M. Borghi, D. Parisi, G. Baldassarre: TRoPICALS: A computational embodied neuroscience model of compatibility effects, Psychol. Rev. 117, 1188–1228 (2010)CrossRef
[37.90]
Zurück zum Zitat D. Caligiore, A.M. Borghi, R. Ellis, A. Cangelosi, G. Baldassarre: How affordances associated with a distractor object can cause compatibility effects: A study with the computational model TRoPICALS, Psychol. Res. 77(1), 7–19 (2013)CrossRef D. Caligiore, A.M. Borghi, R. Ellis, A. Cangelosi, G. Baldassarre: How affordances associated with a distractor object can cause compatibility effects: A study with the computational model TRoPICALS, Psychol. Res. 77(1), 7–19 (2013)CrossRef
[37.91]
Zurück zum Zitat O. Lindemann, A. Alipour, M.H. Fischer: Finger counting habits in Middle-Eastern and Western individuals: An online survey, J. Cross-Cult. Psychol. 42, 566–578 (2011)CrossRef O. Lindemann, A. Alipour, M.H. Fischer: Finger counting habits in Middle-Eastern and Western individuals: An online survey, J. Cross-Cult. Psychol. 42, 566–578 (2011)CrossRef
[37.92]
Zurück zum Zitat M.W. Alibali, A.A. DiRusso: The function of gesture in learning to count: More than keeping track, Cogn. Dev. 14(1), 37–56 (1999)CrossRef M.W. Alibali, A.A. DiRusso: The function of gesture in learning to count: More than keeping track, Cogn. Dev. 14(1), 37–56 (1999)CrossRef
[37.93]
Zurück zum Zitat R. Pfeifer, M. Lungarella, F. Iida: The challenges ahead for bio-inspired `soft' robotics, Commun. ACM 55(11), 76–87 (2012)CrossRef R. Pfeifer, M. Lungarella, F. Iida: The challenges ahead for bio-inspired `soft' robotics, Commun. ACM 55(11), 76–87 (2012)CrossRef
[37.94]
Zurück zum Zitat M. Lungarella, O. Sporns: Information self-structuring: Key principle for learning and development, Proc. 4th Int. Conf. Dev. Learn. (2005) M. Lungarella, O. Sporns: Information self-structuring: Key principle for learning and development, Proc. 4th Int. Conf. Dev. Learn. (2005)
[37.95]
Zurück zum Zitat P. Capdepuy, D. Polani, C. Nehaniv: Maximization of potential information flow as a universal utility for collective behaviour, Proc. 2007 IEEE Symp. Artif. Life (CI-ALife 2007) (2007) pp. 207–213CrossRef P. Capdepuy, D. Polani, C. Nehaniv: Maximization of potential information flow as a universal utility for collective behaviour, Proc. 2007 IEEE Symp. Artif. Life (CI-ALife 2007) (2007) pp. 207–213CrossRef
[37.96]
Zurück zum Zitat L. Gleitman: The structural sources of verb meanings, Lang. Acquis. 1, 135–176 (1990)CrossRef L. Gleitman: The structural sources of verb meanings, Lang. Acquis. 1, 135–176 (1990)CrossRef
[37.97]
Zurück zum Zitat J. Mayor, K. Plunkett: Vocabulary explosion: Are infants full of Zipf?, Proc. 32nd Annu. Meet. Cogn. Sci. Soc., ed. by S. Ohlsson, R. Catrambone (Cognitive Science Society, Austin 2010) J. Mayor, K. Plunkett: Vocabulary explosion: Are infants full of Zipf?, Proc. 32nd Annu. Meet. Cogn. Sci. Soc., ed. by S. Ohlsson, R. Catrambone (Cognitive Science Society, Austin 2010)
[37.98]
Zurück zum Zitat E. Thelen, L.B. Smith: A Dynamic Systems Approach to the Development of Cognition and Action (MIT Press, Cambridge 1994) E. Thelen, L.B. Smith: A Dynamic Systems Approach to the Development of Cognition and Action (MIT Press, Cambridge 1994)
[37.99]
Zurück zum Zitat M.L. McKinney, K.J. McNamara: Heterochrony, the Evolution of Ontogeny (Plenum, New York 1991) M.L. McKinney, K.J. McNamara: Heterochrony, the Evolution of Ontogeny (Plenum, New York 1991)
[37.100]
Zurück zum Zitat A. Cangelosi: Heterochrony and adaptation in developing neural networks, Proc. GECCO99 Genet. Evol. Comput. Conf., ed. by W. Banzhaf (Morgan Kaufmann, San Francisco 1999) pp. 1241–1248 A. Cangelosi: Heterochrony and adaptation in developing neural networks, Proc. GECCO99 Genet. Evol. Comput. Conf., ed. by W. Banzhaf (Morgan Kaufmann, San Francisco 1999) pp. 1241–1248
[37.101]
Zurück zum Zitat G.C. Hinton, S.J. Nowlan: How learning can guide evolution, Complex Syst. 1, 495–502 (1987)MATH G.C. Hinton, S.J. Nowlan: How learning can guide evolution, Complex Syst. 1, 495–502 (1987)MATH
[37.102]
Zurück zum Zitat S. Nolfi, J.L. Elman, D. Parisi: Learning and evolution in neural networks, Adapt. Behav. 3(1), 5–28 (1994)CrossRef S. Nolfi, J.L. Elman, D. Parisi: Learning and evolution in neural networks, Adapt. Behav. 3(1), 5–28 (1994)CrossRef
[37.103]
Zurück zum Zitat J. Bongard: Morphological change in machines accelerates the evolution of robust behavior, Proc. Natl. Acad. Sci. USA 108(4), 1234–1239 (2011)CrossRef J. Bongard: Morphological change in machines accelerates the evolution of robust behavior, Proc. Natl. Acad. Sci. USA 108(4), 1234–1239 (2011)CrossRef
[37.104]
Zurück zum Zitat S. Kumar, P. Bentley (Eds.): On Growth, Form, and Computers (Academic, London 2003) S. Kumar, P. Bentley (Eds.): On Growth, Form, and Computers (Academic, London 2003)
[37.105]
Zurück zum Zitat K.O. Stanley, R. Miikkulainen: A taxonomy for artifcial embryogeny, Artif. Life 9, 93–130 (2003)CrossRef K.O. Stanley, R. Miikkulainen: A taxonomy for artifcial embryogeny, Artif. Life 9, 93–130 (2003)CrossRef
Metadaten
Titel
Embodied Intelligence
verfasst von
Angelo Cangelosi
Josh Bongard
Martin H. Fischer
Stefano Nolfi
Copyright-Jahr
2015
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-43505-2_37

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