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
相关论文
共 26 条
  • [11] Community-based collaborative information system for emergency management
    Li, Juan
    Li, Qingrui
    Liu, Chao
    Khan, Samee Ullah
    Ghani, Nasir
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2014, 42 : 116 - 124
  • [12] Multiple criteria decision-making techniques and their applications - a review of the literature from 2000 to 2014
    Mardani, Abbas
    Jusoh, Ahmad
    Nor, Khalil M. D.
    Khalifah, Zainab
    Zakwan, Norhayati
    Valipour, Alireza
    [J]. ECONOMIC RESEARCH-EKONOMSKA ISTRAZIVANJA, 2015, 28 (01): : 516 - 571
  • [13] Martin A, 2013, Amer.J.Inf.Syst., V1, P31
  • [14] Metu S., 2019, 24 ICCRTS INT COMMAN
  • [15] Opricovic S, 2004, EUR J OPER RES, V156, P445, DOI [10.1016/S0377-2217(03)00020-1, 10.1016/s0377-2217(03)00020-1]
  • [16] Current approaches to handling imperfect information in data and knowledge bases
    Parsons, S
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 1996, 8 (03) : 353 - 372
  • [17] Decision Making with Uncertainty in Immersive Systems
    Raglin, Adrienne
    Dennison, Mark
    Metu, Somiya
    Trout, Theron
    James, Deryck
    [J]. VIRTUAL, AUGMENTED, AND MIXED REALITY (XR) TECHNOLOGY FOR MULTI-DOMAIN OPERATIONS, 2020, 11426
  • [18] Time dependent decision-making; dynamic priorities in the AHP/ANP: Generalizing from points to functions and from real to complex variables
    Saaty, Thomas L.
    [J]. MATHEMATICAL AND COMPUTER MODELLING, 2007, 46 (7-8) : 860 - 891
  • [19] Singh Aarushi., 2014, IOSR J Eng, V4, P15, DOI [10.9790/3021-04521525, DOI 10.9790/3021-04521525]
  • [20] Multi-criteria decision making for the choice problem in mining and mineral processing: Applications and trends
    Sitorus, Fernando
    Cilliers, Jan J.
    Brito-Parada, Pablo R.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2019, 121 : 393 - 417