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    题名: Hybrid ensembles of decision trees and artificial neural networks
    作者: Hsu, Kuo-Wei
    徐國偉
    贡献者: 資科系
    关键词: Classification algorithm;Classification performance;Ensemble learning;Group decision making process;Classification (of information);Cybernetics;Learning systems;Neural networks;Decision trees
    日期: 2012
    上传时间: 2015-04-10 17:26:15 (UTC+8)
    摘要: Ensemble learning is inspired by the human group decision making process, and it has been found beneficial in various application domains. Decision tree and artificial neural network are two popular types of classification algorithms often used to construct classic ensembles. Recently, researchers proposed to use the mixture of both types to construct hybrid ensembles. However, researchers use decision trees and artificial neural networks together in an ensemble without further discussion. The focus of this paper is on the hybrid ensemble constructed by using decision trees and artificial neural networks simultaneously. The goal of this paper is not only to show that the hybrid ensemble can achieve comparable or even better classification performance, but also to provide an explanation of why it works. © 2012 IEEE.
    關聯: Proceeding - 2012 IEEE International Conference on Computational Intelligence and Cybernetics, CyberneticsCom 2012
    10.1109/CyberneticsCom.2012.6381610
    数据类型: conference
    DOI 連結: http://dx.doi.org/10.1109/CyberneticsCom.2012.6381610
    DOI: 10.1109/CyberneticsCom.2012.6381610
    显示于类别:[資訊科學系] 會議論文

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