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1D embedding multi-category classification methods
Li, Luoqing1; Yang, Chuanwu1; Xie, Qiwei2,3; Luoqing Li
Source PublicationINTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING
2016-03-01
Volume14Issue:2Pages:92-104
SubtypeArticle
AbstractIn this paper, we propose a novel semi-supervised multi-category classification method based on one-dimensional (1D) multi-embedding. Based on the multiple 1D embedding based interpolation technique, we embed the high-dimensional data into several different 1D manifolds and perform binary classification firstly. Then we construct the multi-category classifiers by means of one-versus-rest and one-versus-one strategies separately. A weight strategy is employed in our algorithm for improving the classification performance. The proposed method shows promising results in the classification of handwritten digits and facial images.
KeywordMulti-category Classification 1d Embedding Semi-supervised Learning
WOS HeadingsScience & Technology ; Technology ; Physical Sciences
DOI10.1142/S0219691316400063
WOS KeywordRECOGNITION
Indexed BySCI
Language英语
Funding OrganizationNational Natural Science Foundation of China(11371007)
WOS Research AreaComputer Science ; Mathematics
WOS SubjectComputer Science, Software Engineering ; Mathematics, Interdisciplinary Applications
WOS IDWOS:000372978500007
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Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/12194
Collection类脑智能研究中心
Corresponding AuthorLuoqing Li
Affiliation1.Hubei Univ, Fac Math & Stat, Hubei Key Lab Appl Math, Wuhan 430062, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
3.Toyota Technol Inst, Dept Elect & Informat, Nagoya, Aichi 4688511, Japan
Recommended Citation
GB/T 7714
Li, Luoqing,Yang, Chuanwu,Xie, Qiwei,et al. 1D embedding multi-category classification methods[J]. INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING,2016,14(2):92-104.
APA Li, Luoqing,Yang, Chuanwu,Xie, Qiwei,&Luoqing Li.(2016).1D embedding multi-category classification methods.INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING,14(2),92-104.
MLA Li, Luoqing,et al."1D embedding multi-category classification methods".INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING 14.2(2016):92-104.
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