The Role of Multi-Criteria Decision-Making in a Sentry Agents Framework Utilizing Uncertainty of Information

被引:0
作者
Caylor, Justine [1 ]
Metu, Somiya [2 ]
Raglin, Adrienne [2 ]
机构
[1] Oak Ridge Associated Univ ORAU, Aberdeen Proving Ground, MD 37831 USA
[2] US Army Combat Capabil Dev Command Army Res Lab D, Computat & Informat Sci Directorate, Adelphi, MD USA
来源
2020 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA) | 2020年
关键词
Uncertainty of Information; Sentry Agents; Multi-Criteria Decision-Making; multi-domain operational environments; agent-based framework; simulation;
D O I
10.1109/BigData50022.2020.9378243
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Information has a dire role when it comes to decision-making, especially in complex multi-domain operational environments. While it can be assumed that obtaining more information is more beneficial, it can lead towards several challenges. For a decision maker, to collect and assess large quantities of information in order to make an informed decision can be a difficult task. The decision-making task becomes more problematic due to the imperfect nature of information expressed through the uncertainty of information (UoI) concept. This paper proposes implementing multi-criteria decision making (MCDM) within a dynamic multi-agent-based framework called Sentry Agents (SAGE), which allows for the simulation of various decision-making scenarios and diverse decision maker behaviors. We evaluate how MCDM can measure interdependence between criteria, and how that impacts the determination of an ideal course of action in a decision-making task.
引用
收藏
页码:5643 / 5645
页数:3
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