TY - GEN
T1 - Human-Machine Collaboration for Smart Decision Making
T2 - 8th IEEE International Conference on Collaboration and Internet Computing, CIC 2022
AU - Geng, Baocheng
AU - Varshney, Pramod K.
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Recently, modeling of decision making and control systems that include heterogeneous smart sensing devices (machines) as well as human agents as participants is becoming an important research area due to the wide variety of applications including autonomous driving, smart manufacturing, internet of things, national security, and healthcare. To accomplish complex missions under uncertainty, it is imperative that we build novel human machine collaboration structures to integrate the cognitive strengths of humans with computational capabilities of machines in an intelligent manner. In this paper, we present an overview of the existing works on human decision making and human machine collaboration within the scope of signal processing and information fusion. We review several application areas and research domains relevant to human machine collaborative decision making. We also discuss current challenges and future directions in this problem domain.
AB - Recently, modeling of decision making and control systems that include heterogeneous smart sensing devices (machines) as well as human agents as participants is becoming an important research area due to the wide variety of applications including autonomous driving, smart manufacturing, internet of things, national security, and healthcare. To accomplish complex missions under uncertainty, it is imperative that we build novel human machine collaboration structures to integrate the cognitive strengths of humans with computational capabilities of machines in an intelligent manner. In this paper, we present an overview of the existing works on human decision making and human machine collaboration within the scope of signal processing and information fusion. We review several application areas and research domains relevant to human machine collaborative decision making. We also discuss current challenges and future directions in this problem domain.
KW - Human machine collaboration
KW - cognitive psychology
KW - information fusion
KW - statistical signal processing
UR - http://www.scopus.com/inward/record.url?scp=85150680953&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85150680953&partnerID=8YFLogxK
U2 - 10.1109/CIC56439.2022.00019
DO - 10.1109/CIC56439.2022.00019
M3 - Conference contribution
AN - SCOPUS:85150680953
T3 - Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022
SP - 61
EP - 67
BT - Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 14 December 2022 through 16 December 2022
ER -