Decision tree ensemble construction incorporating feature values modification and random subspace method

• Main Authors: Akhand, M. A. H, Rahman, M.M. Hafizur, Murase, K.
• Format: Conference or Workshop Item
• Language: English; English
• Published: 2014
• Subjects: TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices
• Online Access: http://irep.iium.edu.my/36732/2/proceedings%28Selected_Pages%29.pdf; http://irep.iium.edu.my/36732/4/Decision_tree_ensemble.pdf; http://irep.iium.edu.my/36732/; http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6850822
• Institution: Universiti Islam Antarabangsa Malaysia

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...