DocumentCode :
624879
Title :
An agent-based Knowledge Discovery from Databases applied in healthcare domain
Author :
Benomrane, Souad ; Ben Ayed, Mounir ; Alimi, Adel M.
Author_Institution :
Res. Groups on Intell. Machines, Univ. of Sfax, Sfax, Tunisia
fYear :
2013
fDate :
29-31 May 2013
Firstpage :
176
Lastpage :
180
Abstract :
Knowledge Discovery from Databases (KDD) process is complex, iterative and interactive. It takes place several phases. For its implementation, several modules should be developed (module for data storage, module for processing data, data mining module, evaluation module, knowledge management module). The objective of this study is to propose an approach which assimilates every module to an agent. These agents have to communicate and cooperate to help the user to make the most appropriate decision. Thus, The process of KDD can be likened to a Multi-Agent System (MAS). To validate our approach, we have applied a process of KDD for the fight against nosocomial infections within an intensive care unit (ICU) of a University hospital. On a technical level, we have developed a software tool for decision-making support in Java/XML through the agent platform ”Madkit”.
Keywords :
Java; XML; data mining; database management systems; decision making; decision support systems; health care; knowledge management; medical computing; multi-agent systems; Java-XML; KDD; Madkit; University hospital; agent platform; agent-based knowledge discovery from databases; data mining module; data processing module; data storage module; decision making support; evaluation module; healthcare domain; intensive care unit; knowledge management module; multiagent system; nosocomial infections; software tool; Data mining; Databases; Decision support systems; Knowledge discovery; Medical services; Multi-agent systems; Organizations; Data mining; Knowledge Discovery from Databases; Multi Agent System; Nosocomial Infection; Prediction;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Logistics and Transport (ICALT), 2013 International Conference on
Conference_Location :
Sousse
Print_ISBN :
978-1-4799-0314-6
Type :
conf
DOI :
10.1109/ICAdLT.2013.6568455
Filename :
6568455
Link To Document :
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