Human-Machine Collaboration for Smart Decision Making: Current Trends and Future Opportunities

被引:3
|
作者
Geng, Baocheng [1 ]
Varshney, Pramod K. [2 ]
机构
[1] Univ Alabama Birmingham, Dept Continuer Sci, Birmingham, AL USA
[2] Syracuse Univ, Dept Elect Engn & Comp Sci, Syracuse, NY USA
关键词
Human machine collaboration; statistical signal processing; cognitive psychology; information fusion; PROSPECT-THEORY; DISTRIBUTED INFERENCE;
D O I
10.1109/CIC56439.2022.00019
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:61 / 67
页数:7
相关论文
共 50 条
  • [1] HUMAN-MACHINE INFERENCE NETWORKS FOR SMART DECISION MAKING: OPPORTUNITIES AND CHALLENGES
    Vempaty, Aditya
    Kailkhura, Bhavya
    Varshney, Pramod K.
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2018, : 6961 - 6965
  • [2] Human-machine collaboration in managerial decision making
    Haesevoets, Tessa
    De Cremer, David
    Dierckx, Kim
    Van Hiel, Alain
    [J]. COMPUTERS IN HUMAN BEHAVIOR, 2021, 119
  • [3] Challenges of human-machine collaboration in risky decision-making
    Wei XIONG
    Hongmiao FAN
    Liang MA
    Chen WANG
    [J]. Frontiers of Engineering Management, 2022, 9 (01) : 89 - 103
  • [4] Challenges of human-machine collaboration in risky decision-making
    Xiong, Wei
    Fan, Hongmiao
    Ma, Liang
    Wang, Chen
    [J]. FRONTIERS OF ENGINEERING MANAGEMENT, 2022, 9 (01) : 89 - 103
  • [5] On Decision Making In Human-Machine Networks
    Geng, Baocheng
    Varshney, Pramod K.
    [J]. 2019 IEEE 16TH INTERNATIONAL CONFERENCE ON MOBILE AD HOC AND SMART SYSTEMS (MASS 2019), 2019, : 37 - 45
  • [6] Decision-Making in the Human-Machine Interface
    Falandays, J. Benjamin
    Spevack, Samuel
    Parnamets, Philip
    Spivey, Michael
    [J]. FRONTIERS IN PSYCHOLOGY, 2021, 12
  • [7] A Human-Machine Collaboration Model for Urban Planning in Smart Cities
    Meza, Jaime
    Vaca-Cardenas, Leticia
    Elva Vaca-Cardenas, Monica
    Teran, Luis
    Portmann, Edy
    [J]. COMPUTER, 2021, 54 (06) : 24 - 35
  • [8] Human-machine Interaction Technology of Intelligent Vehicles: Current Development Trends and Future Directions
    Zong, Chang-Fu
    Dai, Chang-Hua
    Zhang, Dong
    [J]. Zhongguo Gonglu Xuebao/China Journal of Highway and Transport, 2021, 34 (06): : 214 - 237
  • [9] Partner or subordinate? Sequential risky decision-making behaviors under human-machine collaboration contexts
    Xiong, Wei
    Wang, Chen
    Ma, Liang
    [J]. COMPUTERS IN HUMAN BEHAVIOR, 2023, 139
  • [10] Embracing the uncertainty in human-machine collaboration to support clinical decision-making for mental health conditions
    Popat, Ram
    Ive, Julia
    [J]. FRONTIERS IN DIGITAL HEALTH, 2023, 5