CASIA OpenIR  > 09年以前成果
Feature combination using boosting
Yin, XC; Liu, CP; Han, Z
Source PublicationPATTERN RECOGNITION LETTERS
2005-10-15
Volume26Issue:14Pages:2195-2205
SubtypeArticle
AbstractCombining 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.
KeywordFeature Combination Boosting Weak Classifiers Classification
WOS HeadingsScience & Technology ; Technology
WOS KeywordFUSION
Indexed BySCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000232527200007
Citation statistics
Cited Times:42[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9156
Collection09年以前成果
Affiliation1.Chinese Acad Sci, Inst Automat, Character Recognit Engn Ctr, Beijing 100080, Peoples R China
2.Chinese Acad Sci, Grad Sch, Beijing, Peoples R China
Recommended Citation
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.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Yin, XC]'s Articles
[Liu, CP]'s Articles
[Han, Z]'s Articles
Baidu academic
Similar articles in Baidu academic
[Yin, XC]'s Articles
[Liu, CP]'s Articles
[Han, Z]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Yin, XC]'s Articles
[Liu, CP]'s Articles
[Han, Z]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.