Robots show us how to teach them: Feedback from robots shapes tutoring behavior during action learning

Vollmer A-L, Mühlig M, Steil JJ, Pitsch K, Fritsch J, Rohlfing K, Wrede B (2014)
PLoS ONE 9(3): e91349.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Abstract / Bemerkung
Robot learning by imitation requires the detection of a tutor's action demonstration and its relevant parts. Current approaches implicitly assume a unidirectional transfer of knowledge from tutor to learner. The presented work challenges this predominant assumption based on an extensive user study with an autonomously interacting robot. We show that by providing feedback, a robot learner influences the human tutor's movement demonstrations in the process of action learning. We argue that the robot's feedback strongly shapes how tutors signal what is relevant to an action and thus advocate a paradigm shift in robot action learning research toward truly interactive systems learning in and benefiting from interaction.
Erscheinungsjahr
2014
Zeitschriftentitel
PLoS ONE
Band
9
Ausgabe
3
Art.-Nr.
e91349
ISSN
1932-6203
eISSN
1932-6203
Finanzierungs-Informationen
Open-Access-Publikationskosten wurden durch die Deutsche Forschungsgemeinschaft und die Universität Bielefeld gefördert.
Page URI
https://pub.uni-bielefeld.de/record/2656289

Zitieren

Vollmer A-L, Mühlig M, Steil JJ, et al. Robots show us how to teach them: Feedback from robots shapes tutoring behavior during action learning. PLoS ONE. 2014;9(3): e91349.
Vollmer, A. - L., Mühlig, M., Steil, J. J., Pitsch, K., Fritsch, J., Rohlfing, K., & Wrede, B. (2014). Robots show us how to teach them: Feedback from robots shapes tutoring behavior during action learning. PLoS ONE, 9(3), e91349. doi:10.1371/journal.pone.0091349
Vollmer, Anna-Lisa, Mühlig, Manuel, Steil, Jochen J., Pitsch, Karola, Fritsch, Jannik, Rohlfing, Katharina, and Wrede, Britta. 2014. “Robots show us how to teach them: Feedback from robots shapes tutoring behavior during action learning”. PLoS ONE 9 (3): e91349.
Vollmer, A. - L., Mühlig, M., Steil, J. J., Pitsch, K., Fritsch, J., Rohlfing, K., and Wrede, B. (2014). Robots show us how to teach them: Feedback from robots shapes tutoring behavior during action learning. PLoS ONE 9:e91349.
Vollmer, A.-L., et al., 2014. Robots show us how to teach them: Feedback from robots shapes tutoring behavior during action learning. PLoS ONE, 9(3): e91349.
A.-L. Vollmer, et al., “Robots show us how to teach them: Feedback from robots shapes tutoring behavior during action learning”, PLoS ONE, vol. 9, 2014, : e91349.
Vollmer, A.-L., Mühlig, M., Steil, J.J., Pitsch, K., Fritsch, J., Rohlfing, K., Wrede, B.: Robots show us how to teach them: Feedback from robots shapes tutoring behavior during action learning. PLoS ONE. 9, : e91349 (2014).
Vollmer, Anna-Lisa, Mühlig, Manuel, Steil, Jochen J., Pitsch, Karola, Fritsch, Jannik, Rohlfing, Katharina, and Wrede, Britta. “Robots show us how to teach them: Feedback from robots shapes tutoring behavior during action learning”. PLoS ONE 9.3 (2014): e91349.
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3 Zitationen in Europe PMC

Daten bereitgestellt von Europe PubMed Central.

The Theoretical and Methodological Opportunities Afforded by Guided Play With Young Children.
Yu Y, Shafto P, Bonawitz E, Yang SC, Golinkoff RM, Corriveau KH, Hirsh-Pasek K, Xu F., Front Psychol 9(), 2018
PMID: 30065679
What do we learn about development from baby robots?
Oudeyer PY., Wiley Interdiscip Rev Cogn Sci 8(1-2), 2017
PMID: 27906505

28 References

Daten bereitgestellt von Europe PubMed Central.

Is imitation learning the route to humanoid robots?
Schaal S., Trends Cogn. Sci. (Regul. Ed.) 3(6), 1999
PMID: 10354577
Learning by watching: Extracting reusable task knowledge from visual observation of human performance
AUTHOR UNKNOWN, 1994
On the loop of action modification and the recipient's gaze in adult-child interaction
AUTHOR UNKNOWN, 2009
How can multimodal cues from child-directed interaction reduce learning complexity in robots
AUTHOR UNKNOWN, 2006
Computational analysis of motionese toward scaffolding robot action learning
AUTHOR UNKNOWN, 2009
Mindful tutors: Linguistic choice and action demonstration in speech to infants and a simulated robot
AUTHOR UNKNOWN, 2011
Interactive imitation learning of object movement skills
AUTHOR UNKNOWN, 2012
On learning, representing, and generalizing a task in a humanoid robot
AUTHOR UNKNOWN, 2007
Transparency and socially guided machine learning
AUTHOR UNKNOWN, 2006
Learning about objects with human teachers
AUTHOR UNKNOWN, 2009
Transparent active learning for robots
AUTHOR UNKNOWN, 2010
How robots' questions affect the accuracy of the human responses
AUTHOR UNKNOWN, 2009
A case study on the effect of feedback on itinerary requests in human-robot interaction
AUTHOR UNKNOWN, 2011
A framework integrating statistical and social cues to teach a humanoid robot new skills
AUTHOR UNKNOWN, 2008
Can social interaction constitute social cognition?
De Jaegher H, Di Paolo E, Gallagher S., Trends Cogn. Sci. (Regul. Ed.) 14(10), 2010
PMID: 20674467
First-order languaging dynamics and second-order language: the distributed language view
AUTHOR UNKNOWN, 2011
Active perception
AUTHOR UNKNOWN, 1988

AUTHOR UNKNOWN, 0

AUTHOR UNKNOWN, 0
Teaching as a natural cognition and its relations to preschoolers' developing theory of mind
AUTHOR UNKNOWN, 2002
Teleological reasoning in infancy: the nai;ve theory of rational action.
Gergely G, Csibra G., Trends Cogn. Sci. (Regul. Ed.) 7(7), 2003
PMID: 12860186
Push or pull: Imitation vs. emulation in great apes and human children
AUTHOR UNKNOWN, 2006
Developing feedback: How children of different age contribute to a tutoring interaction with adults
AUTHOR UNKNOWN, 2010
People modify their tutoring behavior in robot-directed interaction for action learning
AUTHOR UNKNOWN, 2009
Demonstrating actions to a robot: How naive users adapt to a robot's replication of goal and manner-oriented actions
AUTHOR UNKNOWN, 2013
Robot feedback shapes the tutor's presentation: How a robot's online gaze strategies lead to micro-adaptations of the human's conduct
AUTHOR UNKNOWN, 2013

AUTHOR UNKNOWN, 0
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