The Robot in the Crib: A Developmental Analysis of Imitation Skills in Infants and Robots.

Interesting systems, whether biological or artificial, develop. Starting from some initial conditions, they respond to environmental changes, and continuously improve their capabilities. Developmental psychologists have dedicated significant effort to studying the developmental progression of infant imitation skills, because imitation underlies the infant's ability to understand and learn from his or her social environment. In a converging intellectual endeavour, roboticists have been equipping robots with the ability to observe and imitate human actions because such abilities can lead to rapid teaching of robots to perform tasks. We provide here a comparative analysis between studies of infants imitating and learning from human demonstrators, and computational experiments aimed at equipping a robot with such abilities. We will compare the research across the following two dimensions: (a) initial conditions-what is innate in infants, and what functionality is initially given to robots, and (b) developmental mechanisms-how does the performance of infants improve over time, and what mechanisms are given to robots to achieve equivalent behaviour. Both developmental science and robotics are critically concerned with: (a) how their systems can and do go 'beyond the stimulus' given during the demonstration, and (b) how the internal models used in this process are acquired during the lifetime of the system.

[1]  HighWire Press Philosophical Transactions of the Royal Society of London , 1781, The London Medical Journal.

[2]  J. Wilder The Origins of Intelligence in Children , 1954 .

[3]  J. Piaget,et al.  The Origins of Intelligence in Children , 1971 .

[4]  A. Meltzoff,et al.  Newborn infants imitate adult facial gestures. , 1983, Child development.

[5]  A. Meltzoff Infant Imitation After a 1-Week Delay: Long-Term Memory for Novel Acts and Multiple Stimuli. , 1988, Developmental psychology.

[6]  A. Meltzoff,et al.  Imitation in Newborn Infants: Exploring the Range of Gestures Imitated and the Underlying Mechanisms. , 1989, Developmental psychology.

[7]  A. Meltzoff Understanding the Intentions of Others: Re-Enactment of Intended Acts by 18-Month-Old Children. , 1995, Developmental psychology.

[8]  G. Rizzolatti,et al.  Action recognition in the premotor cortex. , 1996, Brain : a journal of neurology.

[9]  Daniel M. Wolpert,et al.  Forward Models for Physiological Motor Control , 1996, Neural Networks.

[10]  A. Meltzoff,et al.  Explaining Facial Imitation: A Theoretical Model. , 1997, Early development & parenting.

[11]  G. Goldenberg,et al.  The meaning of meaningless gestures: A study of visuo-imitative apraxia , 1997, Neuropsychologia.

[12]  Kumpati S. Narendra,et al.  Adaptive control using multiple models , 1997, IEEE Trans. Autom. Control..

[13]  Yasuo Kuniyoshi,et al.  Deferred imitation of human head movements by an active stereo vision head , 1997, Proceedings 6th IEEE International Workshop on Robot and Human Communication. RO-MAN'97 SENDAI.

[14]  M. Tomasello,et al.  Social cognition, joint attention, and communicative competence from 9 to 15 months of age. , 1998, Monographs of the Society for Research in Child Development.

[15]  A. Meltzoff,et al.  Neuropsychological correlates of early symptoms of autism. , 1998, Child development.

[16]  D M Wolpert,et al.  Multiple paired forward and inverse models for motor control , 1998, Neural Networks.

[17]  Stefano Nolfi,et al.  Learning to perceive the world as articulated: an approach for hierarchical learning in sensory-motor systems , 1998, Neural Networks.

[18]  S. Rogers An examination of the imitation deficit in autism. , 1999 .

[19]  M. Tomasello,et al.  Re-enacting intended acts: Comparing 12- and 18-month-olds , 1999 .

[20]  Stefan Schaal,et al.  Is imitation learning the route to humanoid robots? , 1999, Trends in Cognitive Sciences.

[21]  T. Allison,et al.  Social perception from visual cues: role of the STS region , 2000, Trends in Cognitive Sciences.

[22]  A. Meltzoff,et al.  Children's coding of human action: cognitive factors influencing imitation in 3-year-olds. , 2000, Developmental science.

[23]  H. Bekkering,et al.  Imitation of gestures in children is goal-directed. , 2000, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[24]  A. Gopnik,et al.  The Scientist in the Crib: What Early Learning Tells Us About the Mind , 2000 .

[25]  A. Meltzoff,et al.  The importance of eyes: how infants interpret adult looking behavior. , 2002, Developmental psychology.

[26]  C. Breazeal,et al.  Robots that imitate humans , 2002, Trends in Cognitive Sciences.

[27]  Gillian M. Hayes,et al.  Imitation as a dual-route process featuring prediction and learning components: A biologically plaus , 2002 .

[28]  Chrystopher L. Nehaniv,et al.  Imitation as a Dual-Route Process Featuring Predictive and Learning Components: A Biologically Plausible Computational Model , 2002 .

[29]  J. Nadel The Imitative Mind: Imitation and imitation recognition: Functional use in preverbal infants and nonverbal children with autism , 2002 .

[30]  W. Prinz,et al.  The imitative mind : development, evolution, and brain bases , 2002 .

[31]  K. Dautenhahn,et al.  Imitation in Animals and Artifacts , 2002 .

[32]  K. Doya,et al.  A unifying computational framework for motor control and social interaction. , 2003, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[33]  Stefan Schaal,et al.  http://www.jstor.org/about/terms.html. JSTOR's Terms and Conditions of Use provides, in part, that unless you have obtained , 2007 .

[34]  Yiannis Demiris,et al.  Distributed, predictive perception of actions: a biologically inspired robotics architecture for imitation and learning , 2003, Connect. Sci..

[35]  Y. Demiris,et al.  From motor babbling to hierarchical learning by imitation: a robot developmental pathway , 2005 .

[36]  J. Gregory Trafton,et al.  Enabling effective human-robot interaction using perspective-taking in robots , 2005, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[37]  S Hurley,et al.  Perspectives on Imitation , 2004 .

[38]  A. Meltzoff 1 Imitation and Other Minds: The "Like Me" Hypothesis , 2005 .

[39]  A. Meltzoff,et al.  The development of gaze following and its relation to language. , 2005, Developmental science.

[40]  Yiannis Demiris,et al.  Learning Forward Models for Robots , 2005, IJCAI.

[41]  Yiannis Demiris,et al.  Perceptual Perspective Taking and Action Recognition , 2005 .

[42]  T. Belpraeme,et al.  Imitation and Social Learning in Robots, Humans and Animals: Behavioural, Social and Communicative Dimensions , 2006 .

[43]  Andrea Lockerd Thomaz,et al.  Using perspective taking to learn from ambiguous demonstrations , 2006, Robotics Auton. Syst..

[44]  Yiannis Demiris,et al.  Perceiving the unusual: Temporal properties of hierarchical motor representations for action perception , 2006, Neural Networks.

[45]  E. Markman,et al.  Precision of imitation as a function of preschoolers' understanding of the goal of the demonstration. , 2006, Developmental psychology.

[46]  Andrew N. Meltzoff,et al.  Neural circuits involved in imitation and perspective-taking , 2006, NeuroImage.

[47]  Yiannis Demiris,et al.  Hierarchical attentive multiple models for execution and recognition of actions , 2006, Robotics Auton. Syst..

[48]  D. Muir,et al.  Gaze-following : its development and significance , 2007 .

[49]  Rajesh P. N. Rao,et al.  Imitation and Social Learning in Robots, Humans and Animals: A Bayesian model of imitation in infants and robots , 2007 .

[50]  C. Nehaniv Imitation and Social Learning in Robots, Humans and Animals: Nine billion correspondence problems , 2007 .

[51]  A. Meltzoff The 'like me' framework for recognizing and becoming an intentional agent. , 2007, Acta psychologica.

[52]  Ralf Der,et al.  Proceedings of the Seventh International Conference on Epigenetic Robotics: Modeling Cognitive Development in Robotic Systems. , 2007 .

[53]  A. Meltzoff 'Like me': a foundation for social cognition. , 2007, Developmental science.

[54]  Yiannis Demiris,et al.  Using robots to study the mechanisms of imitation , 2007 .

[55]  Kerstin Dautenhahn,et al.  Imitation and Social Learning in Robots, Humans and Animals: Social feedback , 2007 .

[56]  E. Markman,et al.  Prior experiences and perceived efficacy influence 3-year-olds' imitation. , 2008, Developmental psychology.

[57]  K. Dautenhahn,et al.  Imitation and Social Learning in Robots, Humans and Animals: Behavioural, Social and Communicative Dimensions , 2009 .