TY - GEN
T1 - Physical interaction learning
T2 - 18th IEEE International Symposium on Robot and Human Interactive, RO-MAN 2009
AU - Ikemoto, Shuhei
AU - Amor, Heni Ben
AU - Minato, Takashi
AU - Ishiguro, Hiroshi
AU - Jung, Bernhard
PY - 2009
Y1 - 2009
N2 - In order for humans and robots to engage in direct physical interaction several requirements have to be met. Among others, robots need to be able to adapt their behavior in order to facilitate the interaction with a human partner. This can be achieved using machine learning techniques. However, most machine learning scenarios to-date do not address the question of how learning can be achieved for tightly coupled, physical touch interactions between the learning agent and a human partner. This paper presents an example for such human in-the-loop learning scenarios and proposes a computationally cheap learning algorithm for this purpose. The efficiency of this method is evaluated in an experiment, where human care givers help an android robot to stand up.
AB - In order for humans and robots to engage in direct physical interaction several requirements have to be met. Among others, robots need to be able to adapt their behavior in order to facilitate the interaction with a human partner. This can be achieved using machine learning techniques. However, most machine learning scenarios to-date do not address the question of how learning can be achieved for tightly coupled, physical touch interactions between the learning agent and a human partner. This paper presents an example for such human in-the-loop learning scenarios and proposes a computationally cheap learning algorithm for this purpose. The efficiency of this method is evaluated in an experiment, where human care givers help an android robot to stand up.
UR - http://www.scopus.com/inward/record.url?scp=72849124490&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=72849124490&partnerID=8YFLogxK
U2 - 10.1109/ROMAN.2009.5326164
DO - 10.1109/ROMAN.2009.5326164
M3 - Conference contribution
AN - SCOPUS:72849124490
SN - 9781424450817
T3 - Proceedings - IEEE International Workshop on Robot and Human Interactive Communication
SP - 504
EP - 509
BT - RO-MAN 2009 - 18th IEEE International Symposium on Robot and Human Interactive
Y2 - 27 September 2009 through 2 October 2009
ER -