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Bi-STAN: bilinear spatial-temporal attention network for wearable human activity recognition 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2023, 页码: 17
作者:  Gao, Chenlong;  Chen, Yiqiang;  Jiang, Xinlong;  Hu, Lisha;  Zhao, Zhicheng;  Zhang, Yuxin
收藏  |  浏览/下载：14/0  |  提交时间：2023/07/12
Human activity recognition  Spatial-temporal attention  Bilinear pooling  Low-redundancy  
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 2, 页码: 2118-2132
作者:  Zhang, Yuxin;  Chen, Yiqiang;  Wang, Jindong;  Pan, Zhiwen
收藏  |  浏览/下载：13/0  |  提交时间：2023/07/12
Anomaly detection  Predictive models  Data models  Autoregressive processes  Image reconstruction  Forecasting  Computational modeling  Unsupervised anomaly detection  multi-sensor time series  convolutional autoencoder  attention based BiLSTM  
A wearable-HAR oriented sensory data generation method based on spatio-temporal reinforced conditional GANs 期刊论文
NEUROCOMPUTING, 2022, 卷号: 493, 页码: 548-567
作者:  Wang, Jiwei;  Chen, Yiqiang;  Gu, Yang
收藏  |  浏览/下载：23/0  |  提交时间：2022/12/07
Conditional SensoryGANs  Spatial-temporal features  Wearable-HAR  Log-cosh based adversarial loss  Cosine similarity  Qualitative visual evaluations  Quantitative evaluations  
Learning Effective Spatial-Temporal Features for sEMG Armband-Based Gesture Recognition 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2020, 卷号: 7, 期号: 8, 页码: 6979-6992
作者:  Zhang, Yingwei;  Chen, Yiqiang;  Yu, Hanchao;  Yang, Xiaodong;  Lu, Wang
收藏  |  浏览/下载：59/0  |  提交时间：2020/12/10
Electrodes  Gesture recognition  Muscles  Electromyography  Internet of Things  Empirical mode decomposition  Convolutional recurrent neural network (CRNN)  gesture recognition  multivariate empirical mode decomposition (MEMD)  surface electromyography (sEMG)