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An Integrated Intelligent System for Data Mining and Decision Making


Ujević, Filip; Bogunović, Nikola
An Integrated Intelligent System for Data Mining and Decision Making // Intelligent Systems at the Service of Mankind / Elmenreich, Wilfried ; Machado, J. A. Tenreiro ; Rudas, Imre J. (ur.).
Augsburg: Ubooks Verlag, 2004. str. 199-210


Naslov
An Integrated Intelligent System for Data Mining and Decision Making

Autori
Ujević, Filip ; Bogunović, Nikola

Vrsta, podvrsta i kategorija rada
Poglavlja u knjigama, znanstveni

Knjiga
Intelligent Systems at the Service of Mankind

Urednik/ci
Elmenreich, Wilfried ; Machado, J. A. Tenreiro ; Rudas, Imre J.

Izdavač
Ubooks Verlag

Grad
Augsburg

Godina
2004

Raspon stranica
199-210

ISBN
3-935798-25-3

Ključne riječi
data mining, decision making, data analysis, data classification

Sažetak
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.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
0098023

Ustanove
Fakultet elektrotehnike i računarstva, Zagreb,
Institut "Ruđer Bošković", Zagreb

Profili:

Avatar Url Nikola Bogunović (autor)

Avatar Url Filip Ujević (autor)

Citiraj ovu publikaciju

Ujević, Filip; Bogunović, Nikola
An Integrated Intelligent System for Data Mining and Decision Making // Intelligent Systems at the Service of Mankind / Elmenreich, Wilfried ; Machado, J. A. Tenreiro ; Rudas, Imre J. (ur.).
Augsburg: Ubooks Verlag, 2004. str. 199-210
Ujević, F. & Bogunović, N. (2004) An Integrated Intelligent System for Data Mining and Decision Making. U: Elmenreich, W., Machado, J. & Rudas, I. (ur.) Intelligent Systems at the Service of Mankind. Augsburg, Ubooks Verlag, str. 199-210.
@inbook{inbook, year = {2004}, pages = {199-210}, keywords = {data mining, decision making, data analysis, data classification}, isbn = {3-935798-25-3}, title = {An Integrated Intelligent System for Data Mining and Decision Making}, keyword = {data mining, decision making, data analysis, data classification}, publisher = {Ubooks Verlag}, publisherplace = {Augsburg} }