Rank Preserving Discriminant Analysis for Human Behavior Recognition on Wireless Sensor Networks
文献类型：期刊论文
| 作者 | Tao, Dapeng1; Jin, Lianwen1; Wang, Yongfei1; Li, Xuelong2
|
| 刊名 | ieee transactions on industrial informatics
 |
| 出版日期 | 2014-02-01 |
| 卷号 | 10期号:1页码:813-823 |
| 关键词 | Discriminant analysis human behavior recognition rank preserving wireless sensor networks (WSNs) |
| ISSN号 | 1551-3203 |
| 英文摘要 | with the rapid development of the intelligent sensing and the prompt growing industrial safety demands, human behavior recognition has received a great deal of attentions in industrial informatics. to deploy an utmost scalable, flexible, and robust human behavior recognition system, we need both innovative sensing electronics and suitable intelligence algorithms. wireless sensor networks (wsns) open a novel way for human behavior recognition, because the heavy computation can be immediately transferred to a network server. in this paper, a new scheme for human behavior recognition on wsns is proposed, which transmits activities' signals compressed by hamming compressed sensing to the network server and conducts behavior recognition through a collaboration between a new dimension reduction algorithm termed rank preserving discriminant analysis (rpda) and a nearest neighbor classifier. rpda encodes local rank information of within-class samples and discriminative information of the between-class under the framework of patch alignment framework. experiments are conducted on the scut naturalistic 3d acceleration-based activity (scut naa) dataset and demonstrate the effectiveness of rpda for human behavior recognition. |
| WOS标题词 | science & technology ; technology |
| 类目[WOS] | automation & control systems ; computer science, interdisciplinary applications ; engineering, industrial |
| 研究领域[WOS] | automation & control systems ; computer science ; engineering |
| 关键词[WOS] | high-dimensional data ; face recognition ; special section ; neural-network ; motion ; pca ; representation ; information ; exploration ; projections |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000336668600081 |
| 公开日期 | 2015-03-18 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/22380]  |
| 专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
| 作者单位 | 1.S China Univ Technol, Sch Elect & Informat Engn, Guangzhou 510640, Guangdong, Peoples R China 2.Chinese Acad Sci, Ctr OPT IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China |
| 推荐引用方式 GB/T 7714 | Tao, Dapeng,Jin, Lianwen,Wang, Yongfei,et al. Rank Preserving Discriminant Analysis for Human Behavior Recognition on Wireless Sensor Networks[J]. ieee transactions on industrial informatics,2014,10(1):813-823. |
| APA | Tao, Dapeng,Jin, Lianwen,Wang, Yongfei,&Li, Xuelong.(2014).Rank Preserving Discriminant Analysis for Human Behavior Recognition on Wireless Sensor Networks.ieee transactions on industrial informatics,10(1),813-823. |
| MLA | Tao, Dapeng,et al."Rank Preserving Discriminant Analysis for Human Behavior Recognition on Wireless Sensor Networks".ieee transactions on industrial informatics 10.1(2014):813-823. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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