TY - GEN
T1 - Modeling the Interplay between Human Trust and Monitoring
AU - Zahedi, Zahra
AU - Sreedharan, Sarath
AU - Verma, Mudit
AU - Kambhampati, Subbarao
N1 - Funding Information:
This research is supported in part by ONR grants N00014-16-1-2892, N00014-18-1-2442, N00014-18-1-2840, N00014-9-1-2119, AFOSR grant FA9550-18-1-0067, DARPA SAIL-ON grant W911NF19-2-0006 and a JP Morgan AI Faculty Research grant.
Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - In this work, we investigate and model how human trust affects monitoring. We present a web-based human subject study in which the robot is a worker and the human plays the role of a supervisor. First, we evaluate the correlation between the human trust and monitoring by using statistical tests, and then we learn probabilistic models of the behavioral data collected through our user studies. These models can provide us with the likelihood of a human user monitoring a system given their level of trust. Such models can be leveraged in many systems including the ones designed to be resilient to automation bias and complacency.
AB - In this work, we investigate and model how human trust affects monitoring. We present a web-based human subject study in which the robot is a worker and the human plays the role of a supervisor. First, we evaluate the correlation between the human trust and monitoring by using statistical tests, and then we learn probabilistic models of the behavioral data collected through our user studies. These models can provide us with the likelihood of a human user monitoring a system given their level of trust. Such models can be leveraged in many systems including the ones designed to be resilient to automation bias and complacency.
KW - Human-Robot Interaction
KW - Probabilistic Modeling
KW - Trust Modeling
UR - http://www.scopus.com/inward/record.url?scp=85140200065&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85140200065&partnerID=8YFLogxK
U2 - 10.1109/HRI53351.2022.9889475
DO - 10.1109/HRI53351.2022.9889475
M3 - Conference contribution
AN - SCOPUS:85140200065
T3 - ACM/IEEE International Conference on Human-Robot Interaction
SP - 1119
EP - 1123
BT - HRI 2022 - Proceedings of the 2022 ACM/IEEE International Conference on Human-Robot Interaction
PB - IEEE Computer Society
T2 - 17th Annual ACM/IEEE International Conference on Human-Robot Interaction, HRI 2022
Y2 - 7 March 2022 through 10 March 2022
ER -