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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iium-379272014-09-02T02:33:46Z http://irep.iium.edu.my/37927/ A framework for selecting the optimal technique suitable for application in a data mining task Chiroma, Haruna Abdul-Kareem, Sameem Abubakar, Adamu T Technology (General) 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. SpringerLink 2013-09 Book Chapter PeerReviewed application/pdf en http://irep.iium.edu.my/37927/1/A_Framework_for_Selecting_the_Optimal_Technique_Suitable_for_Application_in_a_Data_Mining_Task.pdf 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) http://link.springer.com/chapter/10.1007%2F978-3-642-40861-8_25 10.1007/978-3-642-40861-8_25 |
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English |
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T Technology (General) |
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T Technology (General) Chiroma, Haruna Abdul-Kareem, Sameem Abubakar, Adamu A framework for selecting the optimal technique suitable for application in a data mining task |
description |
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. |
format |
Book Chapter |
author |
Chiroma, Haruna Abdul-Kareem, Sameem Abubakar, Adamu |
author_facet |
Chiroma, Haruna Abdul-Kareem, Sameem Abubakar, Adamu |
author_sort |
Chiroma, Haruna |
title |
A framework for selecting the optimal technique suitable for application in a data mining task |
title_short |
A framework for selecting the optimal technique suitable for application in a data mining task |
title_full |
A framework for selecting the optimal technique suitable for application in a data mining task |
title_fullStr |
A framework for selecting the optimal technique suitable for application in a data mining task |
title_full_unstemmed |
A framework for selecting the optimal technique suitable for application in a data mining task |
title_sort |
framework for selecting the optimal technique suitable for application in a data mining task |
publisher |
SpringerLink |
publishDate |
2013 |
url |
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 |
first_indexed |
2023-09-18T20:54:23Z |
last_indexed |
2023-09-18T20:54:23Z |
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1777410206513233920 |