Tensor Manifold Discriminant Projections for Acceleration-Based Human Activity Recognition
文献类型：期刊论文
| 作者 | Yanan Guo; Dapeng Tao; Jun Cheng; Alan Dougherty; Yaotang Li; Kun Yue; Bob Zhang |
| 刊名 | IEEE TRANSACTIONS ON MULTIMEDIA
 |
| 出版日期 | 2016 |
| 英文摘要 | With the rapid development of wearable sensors，naturalistic mobile devices-based human activity 2.0 dataset are performed to demonstrate the effectiveness and robustness of TMDP and pervasive computing technologies including smartphones, acceleration-based human activity recognition is receiving increased attention for medical research applications. Motivated by the “weightlessness” feature, here we apply a bidirectional feature during the feature extraction phase of activity recognition; however, since the bidirectional feature has two components, they cannot simply be concatenated into a long vector, but can be naturally treated as a second-order tensor. Therefore, we propose a new tensor-based feature selection method termed tensor manifold discriminant projections (TMDP). TMDP simultaneously considers: 1) applying an optimization criterion that can directly process the tensor spectral analysis problem, thereby decreasing the computational cost compared to traditional tensor-based feature selection methods; 2) extracting local rank information by finding a tensor subspace that preserves the rank order information of the within-class input samples; and 3) extracting discriminant information by maximizing the sum of distances between every sample and their interclass sample mean. Experiments on the |
| 收录类别 | SCI |
| 原文出处 | http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7527644 |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/9916]  |
| 专题 | 深圳先进技术研究院_集成所 |
| 作者单位 | IEEE TRANSACTIONS ON MULTIMEDIA |
| 推荐引用方式 GB/T 7714 | Yanan Guo,Dapeng Tao,Jun Cheng,et al. Tensor Manifold Discriminant Projections for Acceleration-Based Human Activity Recognition[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2016. |
| APA | Yanan Guo.,Dapeng Tao.,Jun Cheng.,Alan Dougherty.,Yaotang Li.,...&Bob Zhang.(2016).Tensor Manifold Discriminant Projections for Acceleration-Based Human Activity Recognition.IEEE TRANSACTIONS ON MULTIMEDIA. |
| MLA | Yanan Guo,et al."Tensor Manifold Discriminant Projections for Acceleration-Based Human Activity Recognition".IEEE TRANSACTIONS ON MULTIMEDIA (2016). |
入库方式： OAI收割
来源：深圳先进技术研究院
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