An Integrated Intelligent System for Data Mining and Decision Making (CROSBI ID 483434)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Ujević, Filip ; Bogunović, Nikola
engleski
An Integrated Intelligent System for Data Mining and Decision Making
A widespread proliferation of databases has created demand for powerful tools for turning stored data into useful knowledge. Analytical and predictive capabilities of data mining tools form the basis of business decision support systems. The paper explicates a novel data classification environment designed for real-world business problems that exhibit a high degree of undeterministic behavior. The environment is implemented in Java and uses SQL queries for direct database access. It employs a variation of Naive Bayes algorithm augmented with attribute selection for eliminating redundant attributes. Target concept is described using C4.5 decision tree generator. An embedded visual performance evaluation tool enables significantly faster convergence towards the final model. The predictive power of the classification environment is illustrated on a typical business problem.
Data mining; Knowledge discovery; Decision making
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Podaci o prilogu
287-292-x.
2002.
objavljeno
Podaci o matičnoj publikaciji
Proceedings of the 2002 Interbational Conference on Intelligent Engineering Systems
Lovrenčić, Alen ; Rudas, Imre A.
Zagreb: Fakultet organizacije i informatike Sveučilišta u Zagrebu
Podaci o skupu
INES 2002, 6th Interbational Conference on Intelligent Engineering Systems
predavanje
26.05.2002-28.05.2002
Opatija, Hrvatska