IEEE Robotics & Automation Magazine - June 2019 - 23

slightly above neutral. Future work will build on these findings to develop more adaptive and personalized robot behaviors for teaching and motivating infant movement.
Acknowledgments
This work was supported by the National Science Foundation
(NSF CBET-1706964), the European Union ECHORD++
project (FP7-ICT-601116), the LifeBots project (TIN201565686-C5), and the THERAPIST project (TIN2012-38079).
We thank Elyse Lang and Keairez Coleman for their assistance with data analysis and Audrey Roberts for her help with
creating figures.
References
[1] B. Scassellati, H. Admoni, and M. Matarić, "Robots for use in autism
research," Annu. Rev. Biomed. Eng., vol. 14, pp. 275-294, Aug. 2012.
[2] L. Pu, W. Moyle, C. Jones, and M. Todorovic, "The effectiveness of
social robots for older adults: A systematic review and meta-analysis of
randomized controlled studies," Gerontologist,vol. 59, no. 1, pp. e37-e51,
Feb. 2019.
[3] S. A. Rosenberg, C. C. Robinson, E. F. Shaw, and M. C. Ellison, "Part
C early intervention for infants and toddlers: Percentage eligible versus
served," Pediatrics, vol. 131, no. 1, pp. 38-46, 2013.
[4] G. Roberts, K. Howard, A. J. Spittle, N. C. Brown, P. J. Anderson, and
L. W. Doyle, "Rates of early intervention services in very preterm children with developmental disabilities at age 2 years," J. Paediatrics Child
Health, vol. 44, no. 5, pp. 276-280, 2008.
[5] M. A. Lobo and J. C. Galloway, "Assessment and stability of early
learning abilities in preterm and full-term infants across the first two
years of life," Res. Develop. Disabilities, vol. 34, no. 5, pp. 1721-1730, 2013.
[6] S. S. Jones, "Imitation in infancy: The development of mimicry,"
Psychol. Sci., vol. 18, no. 7, pp. 593-599, 2007.
[7] M. J. Matarić and B. Scassellati, "Socially assistive robotics," in
Springer Handbook of Robotics B. Siciliano and O. Khatib, Eds. New
York: Springer-Verlag, 2016, pp. 1973-1994.
[8] E. Deng, B. Mutlu, and M. J. Matarić, "Embodiment in socially interactive robots," Found. Trends Robot., vol. 7, no. 4, pp. 251-356, 2019.
[9] G. Matsuda, H. Ishiguro, and K. Hiraki, "Infant discrimination of
humanoid robots," Frontiers Psych., vol. 6, p. 1397, Sept. 2015.
[10] T. Falck-Ytter, G. Gredebäck, and C. von Hofsten, "Infants predict other
people's action goals," Nature Neurosci., vol. 9, no. 7, pp. 878-879, 2006.
[11] R. Funke et al., "A data collection of infants' visual, physical, and
behavioral reactions to a small humanoid robot," in Proc. IEEE Workshop Advanced Robotics and its Social Impacts (ARSO), 2018, pp. 99-104.
[12] R. Holt and M. Mikati, "Care for child development: Basic science
rationale and effects of interventions," Pediatric Neurology, vol. 44, no.
4, pp. 239-253, 2010.
[13] E. Thelen and L. Smith A Dynamic Systems Approach to the Development of Cognition and Action. Cambridge, MA: MIT Press, 1994.
[14] E. C. Goldfield, B. A. Kay, and W. H. Warren, "Infant bouncing: The
assembly and tuning of action systems," Child Develop., vol. 64, no. 4,
pp. 1128-1142, 1993.
[15] C. K. Rovee-Collier and M. J. Gekoski, "The economics of infancy:
A review of conjugate reinforcement," in Advances in Child Development and Behavior, H. W. Reese and L. P. Lipsitt, Eds. New York: Elsevier,
1979, pp. 195-255.

[16] B. Sargent, N. Schweighofer, M. Kubo, and L. Fetters, "Infant
exploratory learning: Influence on leg joint coordination," PLoS One,
vol. 9, no. 3, 2014. doi: 10.1371/journal.pone.0091500.
[17] R. Barr, A. Dowden, and H. Hayne, "Developmental changes in
deferred imitation by 6-to 24-month-old infants," Infant Behavior
Develop., vol. 19, no. 2, pp. 159-170, 1996.
[18] E. Thelen and D. M. Fisher, "From spontaneous to instrumental
behavior: Kinematic analysis of movement changes during very early
learning," Child Develop., vol. 54, no. 1, pp. 129-140, 1983.
[19] M. C. Piper, J. Darrah, T. O. Maguire, and L. Redfern, Motor Assessment of the Developing Infant. Philadelphia: Saunders, 1994.
[20] I. A. Trujillo-Priego and B. A. Smith, "Kinematic characteristics of
infant leg movements produced across a full day," J. Rehabil. Assistive
Technol. Eng., vol. 4, no. 1, pp. 1-10, 2017.
[21] N. Fitter, "Socially assistive infant-robot interaction," YouTube, Apr. 3
2019. [Online]. Available: https://youtu.be/W2RiTCF7LWU

Naomi T. Fitter, Collaborative Robotics and Intelligent Systems
Institute, Oregon State University, Corvallis. Email: naomi
.fitter@oregonstate.edu.
Rebecca Funke, Interaction Lab, Department of Computer Science, University of Southern California, Los Angeles. Email:
rfunke@usc.edu.
José Carlos Pulido, Planning and Learning Group, Departamento de Informática, Universidad Carlos III de Madrid,
Spain. Email: jcpulido@inf.uc3m.es.
Lauren E. Eisenman, Neuroscience Graduate Program, University of Southern California, Los Angeles. Email: leisenma@
usc.edu.
Weiyang Deng, Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles. Email:
weiyangd@usc.edu.
Marcelo R. Rosales, Division of Biokinesiology and Physical
Therapy, University of Southern California, Los Angeles.
Email: mrrosale@usc.edu.
Nina S. Bradley, Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles. Email:
nbradley@usc.edu.
Barbara Sargent, Division of Biokinesiology and Physical
Therapy, University of Southern California, Los Angeles.
Email: bsargent@usc.edu.
Beth A. Smith, Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles. Email:
beth.smith@usc.edu.
Maja J. Matarić, Interaction Lab, Department of Computer
Science, University of Southern California, Los Angeles.
Email: mataric@usc.edu.
JUNE 2019

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https://youtu.be/W2RiTCF7LWU

IEEE Robotics & Automation Magazine - June 2019

Table of Contents for the Digital Edition of IEEE Robotics & Automation Magazine - June 2019

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