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Accelerating k-Shape Time Series Clustering Algorithm Using GPU 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2023, 卷号: 34, 期号: 10, 页码: 2718-2734
作者:  Wang, Xun;  Song, Ruibao;  Xiao, Junmin;  Li, Tong;  Li, Xueqi
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Data space  time series analysis  time series clustering  GPU architecture  k-shape algorithm  
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  
DeepCS: Training a deep learning model for cervical spondylosis recognition on small-labeled sensor data 期刊论文
NEUROCOMPUTING, 2022, 卷号: 472, 页码: 24-34
作者:  Wang, Nana;  Luo, Chunjie;  Huang, Xi;  Huang, Yunyou;  Zhan, Jianfeng
收藏  |  浏览/下载：18/0  |  提交时间：2022/12/07
Cervical spondylosis recognition  High-dimensional time series sensor data  Convolutional neural network  Network architecture search  Feature extraction  
3DACN: 3D Augmented convolutional network for time series data 期刊论文
INFORMATION SCIENCES, 2020, 卷号: 513, 页码: 17-29
作者:  Pei, Songwen;  Shen, Tianma;  Wang, Xianrong;  Gu, Chunhua;  Ning, Zhong;  Ye, Xiaochun;  Xiong, Naixue
收藏  |  浏览/下载：42/0  |  提交时间：2020/12/10
Time series data  Gated recurrent units  Convolutional neural network  Expectation-maximization algorithm  Augmented algorithm