Challenges of human-machine collaboration in risky decision-making

被引:0
作者
Wei XIONG
Hongmiao FAN
Liang MA
Chen WANG
机构
[1] Laboratory of Enhanced Human-Machine Collaborative Decision-Making
[2] Tsinghua University
[3] Department of Industrial Engineering
基金
中国国家自然科学基金;
关键词
human–machine collaboration; risky decision-making; human–machine team and interaction; task allocation; human–machine relationship;
D O I
暂无
中图分类号
O225 [对策论(博弈论)];
学科分类号
070105 ; 1201 ;
摘要
The purpose of this paper is to delineate the research challenges of human-machine collaboration in risky decision-making.Technological advances in machine intelligence have enabled a growing number of applications in human-machine collaborative decisionmaking.Therefore,it is desirable to achieve superior performance by fully leveraging human and machine capabilities.In risky decision-making,a human decisionmaker is vulnerable to cognitive biases when judging the possible outcomes of a risky event,whereas a machine decision-maker cannot handle new and dynamic contexts with incomplete information well.We first summarize features of risky decision-making and possible biases of human decision-makers therein.Then,we argue the necessity and urgency of advancing human-machine collaboration in risky decision-making.Afterward,we review the literature on human-machine collaboration in a general decision context,from the perspectives of humanmachine organization,relationship,and collaboration.Lastly,we propose challenges of enhancing humanmachine communication and teamwork in risky decisionmaking,followed by future research avenues.
引用
收藏
页码:89 / 103
页数:15
相关论文
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Complex problem solving:the European perspective Dorner D;Wearing AJ; Hillsdale 1995,