A framework for selecting the optimal technique suitable for application in a data mining task

Chiroma, Haruna and Abdul-Kareem, Sameem and Abubakar, Adamu (2013) A framework for selecting the optimal technique suitable for application in a data mining task. In: Future information technology. Lecture Notes in Electrical Engineering, 276 . SpringerLink, Springer-London, pp. 163-169. ISBN 978-3-642-40860-1 (P), 978-3-642-40861-8 (O)

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Abstract

This paper presents a conceptual framework for selection of data mining technique based on the 8 selection criteria’s: optimization capability, computation complexity, flexibility, interpretability, scalability, ease of problem encoding, autonomy, and accessibility. The framework is suitable for choosing appropriate technique for application in a particular task of data mining. The paper has set the stage for further research work.

Item Type:	Book Chapter
Additional Information:	7132/37927
Uncontrolled Keywords:	Data mining task, Neural networks, Evolutionary algorithms, Data visualization.
Subjects:	T Technology > T Technology (General)
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button):	Kulliyyah of Information and Communication Technology > Department of Information System Kulliyyah of Information and Communication Technology > Department of Information System
Depositing User:	Dr Adamu Abubakar
Date Deposited:	02 Sep 2014 10:05
Last Modified:	02 Sep 2014 10:33
URI:	http://irep.iium.edu.my/id/eprint/37927

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