TY - GEN
T1 - Deploying a Human Robot Interaction Model for Dementia Care in Federated Learning
AU - Su, Xiaowen
AU - Yuan, Fengpei
AU - Zhang, Ran
AU - Liu, Jian
AU - Boltz, Marie
AU - Zhao, Xiaopeng
N1 - Publisher Copyright:
© 2022 ACM.
PY - 2022
Y1 - 2022
N2 - Data privacy is the main concern when using machine learning methods to solve dementia care problems. This paper makes the first attempt to deploy a human robot interaction model for dementia care in federated learning settings so that the privacy for persons with dementia (PwDs) can be retained. Numerical experiments of deploying the human-robot interaction model for cognitive therapy in the federated setting is conducted to show the feasibility of the federated learning setting. The simulated experiments in the case study shows the influence of different factors, i.e., client local training speed, the number of clients, homogenous and/or heterogenous patients.
AB - Data privacy is the main concern when using machine learning methods to solve dementia care problems. This paper makes the first attempt to deploy a human robot interaction model for dementia care in federated learning settings so that the privacy for persons with dementia (PwDs) can be retained. Numerical experiments of deploying the human-robot interaction model for cognitive therapy in the federated setting is conducted to show the feasibility of the federated learning setting. The simulated experiments in the case study shows the influence of different factors, i.e., client local training speed, the number of clients, homogenous and/or heterogenous patients.
UR - http://www.scopus.com/inward/record.url?scp=85146370131&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85146370131&partnerID=8YFLogxK
U2 - 10.1145/3551455.3564706
DO - 10.1145/3551455.3564706
M3 - Conference contribution
AN - SCOPUS:85146370131
T3 - Proceedings - 2022 IEEE/ACM International Conference on Connected Health: Applications, Systems and Engineering Technologies, CHASE 2022
SP - 184
EP - 185
BT - Proceedings - 2022 IEEE/ACM International Conference on Connected Health
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 7th IEEE/ACM International Conference on Connected Health: Applications, Systems and Engineering Technologies, CHASE 2022
Y2 - 17 November 2022 through 19 November 2022
ER -