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Feature combination using boosting
Yin, XC; Liu, CP; Han, Z
2005-10-15
发表期刊PATTERN RECOGNITION LETTERS
卷号26期号:14页码:2195-2205
文章类型Article
摘要Combining all features coded by different systems can improve the performance of a classification system. In this paper, a strategy of boosting based feature combination is introduced, where a variant of boosting is proposed for integrating different features. Different from the general boosting, at each round of this variant boosting, some weak classifiers are built on different feature sets, one of which is trained on one feature set. And then these classifiers are combined by weighted voting into a single one as the output classifier of this round. Experiments on classification of three UCI data sets and handwritten digit recognition indicate that this variant of boosting is a promising learning algorithm for feature combination. To some extent, this strategy of feature combination can integrate feature selection, feature communication, and classifier learning in its learning procedure. (c) 2005 Elsevier B.V. All rights reserved.
关键词Feature Combination Boosting Weak Classifiers Classification
WOS标题词Science & Technology ; Technology
关键词[WOS]FUSION
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence
WOS记录号WOS:000232527200007
引用统计
被引频次:42[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9156
专题09年以前成果
作者单位1.Chinese Acad Sci, Inst Automat, Character Recognit Engn Ctr, Beijing 100080, Peoples R China
2.Chinese Acad Sci, Grad Sch, Beijing, Peoples R China
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GB/T 7714
Yin, XC,Liu, CP,Han, Z. Feature combination using boosting[J]. PATTERN RECOGNITION LETTERS,2005,26(14):2195-2205.
APA Yin, XC,Liu, CP,&Han, Z.(2005).Feature combination using boosting.PATTERN RECOGNITION LETTERS,26(14),2195-2205.
MLA Yin, XC,et al."Feature combination using boosting".PATTERN RECOGNITION LETTERS 26.14(2005):2195-2205.
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