TY - JOUR
T1 - Measuring engagement in robotassisted autism Therapy
T2 - A crosscultural study
AU - Rudovic, Ognjen (Oggi)
AU - Lee, Jaeryoung
AU - Mascarell-Maricic, Lea
AU - Schuller, Björn W.
AU - Picard, Rosalind W.
N1 - Publisher Copyright:
© 2017 Rudovic, Lee, Mascarell-Maricic, Schuller and Picard.
PY - 2017
Y1 - 2017
N2 - During occupational therapy for children with autism, it is often necessary to elicit and maintain engagement for the children to benefit from the session. Recently, social robots have been used for this; however, existing robots lack the ability to autonomously recognize the children's level of engagement, which is necessary when choosing an optimal interaction strategy. Progress in automated engagement reading has been impeded in part due to a lack of studies on child-robot engagement in autism therapy. While it is well known that there are large individual differences in autism, little is known about how these vary across cultures. To this end, we analyzed the engagement of children (age 3-13) from two different cultural backgrounds: Asia (Japan, n = 17) and Eastern Europe (Serbia, n = 19). The children participated in a 25 min therapy session during which we studied the relationship between the children's behavioral engagement (task-driven) and different facets of affective engagement (valence and arousal). Although our results indicate that there are statistically significant differences in engagement displays in the two groups, it is difficult to make any causal claims about these differences due to the large variation in age and behavioral severity of the children in the study. However, our exploratory analysis reveals important associations between target engagement and perceived levels of valence and arousal, indicating that these can be used as a proxy for the children's engagement during the therapy. We provide suggestions on how this can be leveraged to optimize social robots for autism therapy, while taking into account cultural differences.
AB - During occupational therapy for children with autism, it is often necessary to elicit and maintain engagement for the children to benefit from the session. Recently, social robots have been used for this; however, existing robots lack the ability to autonomously recognize the children's level of engagement, which is necessary when choosing an optimal interaction strategy. Progress in automated engagement reading has been impeded in part due to a lack of studies on child-robot engagement in autism therapy. While it is well known that there are large individual differences in autism, little is known about how these vary across cultures. To this end, we analyzed the engagement of children (age 3-13) from two different cultural backgrounds: Asia (Japan, n = 17) and Eastern Europe (Serbia, n = 19). The children participated in a 25 min therapy session during which we studied the relationship between the children's behavioral engagement (task-driven) and different facets of affective engagement (valence and arousal). Although our results indicate that there are statistically significant differences in engagement displays in the two groups, it is difficult to make any causal claims about these differences due to the large variation in age and behavioral severity of the children in the study. However, our exploratory analysis reveals important associations between target engagement and perceived levels of valence and arousal, indicating that these can be used as a proxy for the children's engagement during the therapy. We provide suggestions on how this can be leveraged to optimize social robots for autism therapy, while taking into account cultural differences.
KW - Affective computing
KW - Autism
KW - Engagement
KW - Human-robot interaction
KW - Social robots
UR - http://www.scopus.com/inward/record.url?scp=85059031888&partnerID=8YFLogxK
U2 - 10.3389/frobt.2017.00036
DO - 10.3389/frobt.2017.00036
M3 - Article
AN - SCOPUS:85059031888
SN - 2296-9144
VL - 4
JO - Frontiers Robotics AI
JF - Frontiers Robotics AI
M1 - 36
ER -