Decision tree ensemble construction incorporating feature values modification and random subspace method
The goal of ensemble construction with several classifiers is to achieve better generalization ability over individual classifiers.An ensemble method produces diverse classifiers and combines their decisions for ensemble’s decision. A number of methods have been investigated for constructing ensemb...
| Main Authors: | , , |
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| Format: | Proceeding Paper |
| Language: | English English |
| Published: |
2014
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/36732/ http://irep.iium.edu.my/36732/2/proceedings%28Selected_Pages%29.pdf http://irep.iium.edu.my/36732/4/Decision_tree_ensemble.pdf |
| _version_ | 1848781285492785152 |
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| author | Akhand, M. A. H Rahman, M.M. Hafizur Murase, K. |
| author_facet | Akhand, M. A. H Rahman, M.M. Hafizur Murase, K. |
| author_sort | Akhand, M. A. H |
| building | IIUM Repository |
| collection | Online Access |
| description | The goal of ensemble construction with several classifiers is to achieve better generalization ability over individual classifiers.An ensemble method produces diverse classifiers and combines their decisions for ensemble’s decision. A number of methods have been investigated for constructing
ensemble in which some of them train classifiers with the generated patterns. This study investigates a decision tree ensemble method incorporating some generated patterns with random subspace method (RSM). The proposed hybrid ensemble method were evaluated on several benchmark classification
problems, and was found to achieve performance better than or competitive with related conventional methods. |
| first_indexed | 2025-11-14T15:47:08Z |
| format | Proceeding Paper |
| id | iium-36732 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T15:47:08Z |
| publishDate | 2014 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-367322018-06-12T07:18:40Z http://irep.iium.edu.my/36732/ Decision tree ensemble construction incorporating feature values modification and random subspace method Akhand, M. A. H Rahman, M.M. Hafizur Murase, K. TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices The goal of ensemble construction with several classifiers is to achieve better generalization ability over individual classifiers.An ensemble method produces diverse classifiers and combines their decisions for ensemble’s decision. A number of methods have been investigated for constructing ensemble in which some of them train classifiers with the generated patterns. This study investigates a decision tree ensemble method incorporating some generated patterns with random subspace method (RSM). The proposed hybrid ensemble method were evaluated on several benchmark classification problems, and was found to achieve performance better than or competitive with related conventional methods. 2014-05-23 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/36732/2/proceedings%28Selected_Pages%29.pdf application/pdf en http://irep.iium.edu.my/36732/4/Decision_tree_ensemble.pdf Akhand, M. A. H and Rahman, M.M. Hafizur and Murase, K. (2014) Decision tree ensemble construction incorporating feature values modification and random subspace method. In: 3rd International Conference on Informatics, Electronics & Vision (ICIEV), 23rd-24th May 2014, Dhaka, Bangladesh. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6850822 |
| spellingShingle | TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices Akhand, M. A. H Rahman, M.M. Hafizur Murase, K. Decision tree ensemble construction incorporating feature values modification and random subspace method |
| title | Decision tree ensemble construction incorporating feature values modification and random subspace method |
| title_full | Decision tree ensemble construction incorporating feature values modification and random subspace method |
| title_fullStr | Decision tree ensemble construction incorporating feature values modification and random subspace method |
| title_full_unstemmed | Decision tree ensemble construction incorporating feature values modification and random subspace method |
| title_short | Decision tree ensemble construction incorporating feature values modification and random subspace method |
| title_sort | decision tree ensemble construction incorporating feature values modification and random subspace method |
| topic | TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices |
| url | http://irep.iium.edu.my/36732/ http://irep.iium.edu.my/36732/ http://irep.iium.edu.my/36732/2/proceedings%28Selected_Pages%29.pdf http://irep.iium.edu.my/36732/4/Decision_tree_ensemble.pdf |