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    题名: Improving Bagging Performance through Multi-Algorithm Ensembles
    作者: 徐國偉
    Hsu, Kuo-Wei
    贡献者: 資科系
    关键词: Sensory evoked potential;SEP;Auditory evoked potential;AEP;ERP;MeCP2;Preclinical model;Mouse;Gamma oscillation
    日期: 2012.07
    上传时间: 2014-05-27 11:25:10 (UTC+8)
    摘要: Bagging establishes a committee of classifiers first and then aggregates their outcomes through majority voting. Bagging has attracted considerable research interest and been applied in various application domains. Its advantages include an increased capability of handling small data sets, less sensitivity to noise or outliers, and a parallel structure for efficient implementations. However, it has been found to be less accurate than some other ensemble methods. In this paper, we propose an approach that improves bagging through the employment of multiple classification algorithms in ensembles. Our approach preserves the parallel structure of bagging and improves the accuracy of bagging. As a result, it unlocks the power and expands the user base of bagging
    關聯: Frontiers of Computer Science, 6(5), 498-512
    数据类型: article
    DOI 連結: http://dx.doi.org/10.1007/978-3-642-28320-8_40
    DOI: 10.1007/978-3-642-28320-8_40
    显示于类别:[資訊科學系] 期刊論文

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