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...
| Main Authors: | , , |
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| Format: | Book Chapter |
| Language: | English |
| Published: |
SpringerLink
2013
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| Subjects: | |
| Online Access: | 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 |
| _version_ | 1848781500765437952 |
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| author | Chiroma, Haruna Abdul-Kareem, Sameem Abubakar, Adamu |
| author_facet | Chiroma, Haruna Abdul-Kareem, Sameem Abubakar, Adamu |
| author_sort | Chiroma, Haruna |
| building | IIUM Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-14T15:50:33Z |
| format | Book Chapter |
| id | iium-37927 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T15:50:33Z |
| publishDate | 2013 |
| publisher | SpringerLink |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | 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 |
| spellingShingle | 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 |
| title | 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_short | 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 |
| topic | T Technology (General) |
| 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 |