Data stream solution for decision-making processes: a general and adaptive system for decision support

被引:0
作者
Molla, Nuria [1 ]
Bossler, Ana [1 ]
Rabasa, Alejandro [2 ]
机构
[1] Univ Miguel Hernandez Elche, Dept Stat Math & Informat, Avda Univ,S N, Elche, Spain
[2] Univ Miguel Hernandez Elche, Ctr Operat Res, Elche, Spain
关键词
Decision support system; DSS; data streams; adaptive; tool;
D O I
10.1080/12460125.2024.2354590
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
With the rise of new data generation processes and availability rates, new challenges appear linked with the information and pattern extraction for decisional processes. In these contexts, decision support systems (DSS) need to incrementally integrate the data flows to provide readable, understandable and meaningful conclusions. This research presents a novel adaptive DSS that offers updated and explainable knowledge for decision makers, especially in uncertain decision scenarios. Also, this work explores applications of this technology in some social fields, aiming to analyse the potential contribution of machine learning, combined with adaptive decision systems, in society.
引用
收藏
页码:337 / 348
页数:12
相关论文
共 18 条
[1]  
BABCOCK B, 2002, P 21 ACM SIGMOD SIGA, P1, DOI [DOI 10.1145/543613.543615, 10.1145/543613.543615]
[2]   The development of an adaptive decision support system [J].
Chuang, TT ;
Yadav, SB .
DECISION SUPPORT SYSTEMS, 1998, 24 (02) :73-87
[3]   Development of a decision-support framework to support professionals and promote comfort among older hospital inpatients living with dementia [J].
Davies, Nathan ;
West, Emily ;
Smith, Ellen M. ;
Vickerstaff, Victoria ;
Manthorpe, Jill ;
Shah, Malvi ;
Rait, Greta ;
Wilcock, Jane ;
Ward, Jane ;
Sampson, Elizabeth L. .
HEALTH EXPECTATIONS, 2024, 27 (01)
[4]   Adaptive decision support systems [J].
Fazlollahi, B ;
Parikh, MA ;
Verma, S .
DECISION SUPPORT SYSTEMS, 1997, 20 (04) :297-315
[5]  
GORRY GA, 1971, SLOAN MANAGE REV, V13, P55
[6]  
Kaklauskas A, 2015, INTEL SYST REF LIBR, V81, P31, DOI 10.1007/978-3-319-13659-2_2
[7]   Decision Support Approaches in Adaptive Forest Management [J].
Kaspar, Jan ;
Bettinger, Pete ;
Vacik, Harald ;
Marusak, Robert ;
Garcia-Gonzalo, Jordi .
FORESTS, 2018, 9 (04)
[8]   A feedback control approach to maintain consumer information load in online shopping environments [J].
Krishen, Anjala S. ;
Raschke, Robyn L. ;
Kachroo, Pushkin .
INFORMATION & MANAGEMENT, 2011, 48 (08) :344-352
[9]   Data-driven decision support under concept drift in streamed big data [J].
Lu, Jie ;
Liu, Anjin ;
Song, Yiliao ;
Zhang, Guangquan .
COMPLEX & INTELLIGENT SYSTEMS, 2020, 6 (01) :157-163
[10]  
Melaku H.M., 2023, J. Cybersecur. Priv, V3, P327, DOI [10.3390/jcp3030017, DOI 10.3390/JCP3030017]