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Re-mining association mining results through visualization, data envelopment analysis, and decision trees

Ertek, Gürdal and Tunç, Murat Mustafa (2012) Re-mining association mining results through visualization, data envelopment analysis, and decision trees. In: Kahraman, Cengiz, (ed.) Computational Intelligence Systems in Industrial Engineering. Atlantis Computational Intelligence Systems; 6. Atlantis Press/Springer, Germany, pp. 601-622. ISBN 978-94-91216-76-3

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Official URL: http://www.springer.com/engineering/production+engineering/book/978-94-91216-76-3

Abstract

Re-mining is a general framework which suggests the execution of additional data mining steps based on the results of an original data mining process. This study investigates the multi-faceted re-mining of association mining results, develops and presents a practical methodology, and shows the applicability of the developed methodology through real world data. The methodology suggests re-mining using data visualization, data envelopment analysis, and decision trees. Six hypotheses, regarding how re-mining can be carried out on association mining results, are answered in the case study through empirical analysis.

Item Type:Book Section / Chapter
Uncontrolled Keywords:Re-Mining, Association, Mining Results, Visualization, Data Envelopment, Analysis, Decision Trees
Subjects:T Technology > T Technology (General)
H Social Sciences > HD Industries. Land use. Labor > HD0028 Management. Industrial Management
T Technology > T Technology (General) > T055.4-60.8 Industrial engineering. Management engineering > T58.5 Information technology
H Social Sciences > HD Industries. Land use. Labor > HD0030.2 Electronic data processing. Information technology
Q Science > QA Mathematics > QA076 Computer software
H Social Sciences > HD Industries. Land use. Labor > HD2321-4730.9 Industry
H Social Sciences > HD Industries. Land use. Labor > HD0041 Competition
T Technology > TA Engineering (General). Civil engineering (General)
T Technology > T Technology (General) > T055.4-60.8 Industrial engineering. Management engineering > T58.6-58.62 Management information systems
H Social Sciences > HD Industries. Land use. Labor > HD0045-45.2 Technological innovations
H Social Sciences > HF Commerce > HF4999.2-6182 Business
ID Code:20424
Deposited By:Gürdal Ertek
Deposited On:08 Dec 2012 14:10
Last Modified:27 Feb 2014 14:34

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