| 1D embedding multi-category classification methods | |
Li, Luoqing1; Yang, Chuanwu1; Xie, Qiwei2,3 ; Luoqing Li
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| 发表期刊 | INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING
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| 2016-03-01 | |
| 卷号 | 14期号:2页码:92-104 |
| 文章类型 | Article |
| 摘要 | In 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. |
| 关键词 | Multi-category Classification 1d Embedding Semi-supervised Learning |
| WOS标题词 | Science & Technology ; Technology ; Physical Sciences |
| DOI | 10.1142/S0219691316400063 |
| 关键词[WOS] | RECOGNITION |
| 收录类别 | SCI |
| 语种 | 英语 |
| 项目资助者 | National Natural Science Foundation of China(11371007) |
| WOS研究方向 | Computer Science ; Mathematics |
| WOS类目 | Computer Science, Software Engineering ; Mathematics, Interdisciplinary Applications |
| WOS记录号 | WOS:000372978500007 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.ia.ac.cn/handle/173211/12194 |
| 专题 | 类脑智能研究中心 |
| 通讯作者 | Luoqing Li |
| 作者单位 | 1.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 |
| 推荐引用方式 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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| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| MClass912.pdf（152KB） | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 | |
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