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

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 cho...

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Bibliographic Details
Main Authors: Chiroma, Haruna, Abdul-Kareem, Sameem, Abubakar, Adamu
Format: Book Chapter
Language:English
Published: SpringerLink 2013
Subjects:
Online Access:http://irep.iium.edu.my/37927/
http://irep.iium.edu.my/37927/
http://irep.iium.edu.my/37927/
http://irep.iium.edu.my/37927/1/A_Framework_for_Selecting_the_Optimal_Technique_Suitable_for_Application_in_a_Data_Mining_Task.pdf
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Summary: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.