Visual Knowledge Generation from Data Mining Patterns for Decision-Making

被引:0
作者
Elouni, Jihed [1 ]
Ltifi, Hela [2 ]
Ben Ayed, Mounir [2 ]
Masmoudi, Mohamed [1 ]
机构
[1] Univ Sfax, Natl Sch Engineers ENIS, METS Micro Electro Thermal Syst, Sfax, Tunisia
[2] Univ Sfax, Natl Sch Engineers ENIS, REGIM Res Grp Intelligent Machines, Sfax, Tunisia
关键词
Knowledge; patterns; visualization; data mining; Decision Support Systems;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The visual data mining based decision support systems had already been recognized in literature. It allows users analysing large information spaces to support complex decision-making. Prior research provides frameworks focused on simply representing extracted patterns. In this paper, we present a new model for visually generating knowledge from these patterns and communicating it for intelligent decision-making. To prove the practicality of the proposed model, it was applied in the medical field to fight against nosocomial infections in the intensive care units.
引用
收藏
页码:265 / 272
页数:8
相关论文
共 50 条
[21]   Enhancing decision-making support by mining social media data with social network analysis [J].
Freire, Manuela ;
Antunes, Francisco ;
Costa, Joao Paulo .
SOCIAL NETWORK ANALYSIS AND MINING, 2023, 13 (01)
[22]   A Large Group Emergency Decision-Making Approach on HFLTS With Public Preference Data Mining [J].
Zhao, Mengke ;
Guo, Ji ;
Wu, Xianhua .
JOURNAL OF GLOBAL INFORMATION MANAGEMENT, 2024, 32 (01)
[23]   Enhancing decision-making support by mining social media data with social network analysis [J].
Manuela Freire ;
Francisco Antunes ;
João Paulo Costa .
Social Network Analysis and Mining, 13
[24]   Analytical Visualizations for Decision-Making in Small and Medium Sized Enterprises through Data Mining [J].
Norena Cardona, Paola Andrea ;
Quiceno Brand, Gustavo Adolfo ;
Uribe Marin, Luis Armando .
CUADERNO ACTIVA, 2016, (08) :31-39
[25]   Using Data Mining to Improve Decision-Making: Case Study of A Recommendation System Development [J].
Mydyti, Hyrmet ;
Kadriu, Arbana ;
Bach, Mirjana Pejic .
ORGANIZACIJA, 2023, 56 (02) :138-154
[26]   Data mining based decision-making approach for predicting survival of kidney dialysis patients [J].
Kusiak, A ;
Shah, S ;
Dixon, B .
MODELLING AND CONTROL IN BIOMEDICAL SYSTEMS 2003 (INCLUDING BIOLOGICAL SYSTEMS), 2003, :35-39
[27]   Text Mining of Medical Records for Radiodiagnostic Decision-Making [J].
Claster, William ;
Shanmuganathan, Subana ;
Ghotbi, Nader .
JOURNAL OF COMPUTERS, 2008, 3 (01) :1-6
[28]   Multi-agent modelling of decision support systems based on visual data mining [J].
Ellouzi H. ;
Ltifi H. ;
Ayed M.B. .
Multiagent and Grid Systems, 2017, 13 (01) :31-45
[29]   From Patterns in Data to Knowledge Discovery: What Data Mining Can Do [J].
Gullo, Francesco .
3RD INTERNATIONAL CONFERENCE FRONTIERS IN DIAGNOSTIC TECHNOLOGIES, ICFDT3 2013, 2015, 62 :18-22
[30]   Determinants of task performance in a visual decision-making process [J].
Phillips, Brandon Kyle ;
Prybutok, Victor ;
Peak, Daniel .
JOURNAL OF DECISION SYSTEMS, 2014, 23 (04) :373-387