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Adaptive Memory Networks With Self-Supervised Learning for Unsupervised Anomaly Detection 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 12, 页码: 12068-12080
作者:  Zhang, Yuxin;  Wang, Jindong;  Chen, Yiqiang;  Yu, Han;  Qin, Tao
收藏  |  浏览/下载：2/0  |  提交时间：2024/05/20
Unsupervised anomaly detection  time series  self-supervised learning  memory network  
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  
A combination predicting methodology based on T-LSTNet_Markov for short-term wind power prediction 期刊论文
NETWORK-COMPUTATION IN NEURAL SYSTEMS, 2023, 页码: 23
作者:  Wang, Yongsheng;  Wu, Yuhao;  Xu, Hao;  Chen, Zhen;  Gao, Jing;  Xu, ZhiWei;  Li, Leixiao
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Wind power forecast  T-LSTNet_markov model  Deep learning  Time series analysis  
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 Novel Approach for Predicting Water Demand with Complex Patterns Based on Ensemble Learning 期刊论文
WATER RESOURCES MANAGEMENT, 2022, 页码: 20
作者:  Xu, Zhihao;  Lv, Zhiqiang;  Li, Jianbo;  Shi, Anshuo
收藏  |  浏览/下载：18/0  |  提交时间：2022/12/07
Multifarious factors  Time series  Base learner  Local extreme values  Volatility  
CGCNImp: a causal graph convolutional network for multivariate time series imputation 期刊论文
PEERJ COMPUTER SCIENCE, 2022, 卷号: 8, 页码: 23
作者:  Liu, Caizheng;  Cui, Guangfan;  Liu, Shenghua
收藏  |  浏览/下载：24/0  |  提交时间：2022/12/07
Multivariate time series imputation  Graph causal analysis  Graph neural network  Deep neural network  
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  
Exploring Correlation Network for Cheating Detection 期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2020, 卷号: 11, 期号: 1, 页码: 23
作者:  Luo, Ping;  Shu, Kai;  Wu, Junjie;  Wan, Li;  Tan, Yong
收藏  |  浏览/下载：48/0  |  提交时间：2020/12/10
Correlation network analysis  cheating detection  distribution channel  time series  graph cut  
A Contrast Metric for Fraud Detection in Rich Graphs 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2019, 卷号: 31, 期号: 12, 页码: 2235-2248
作者:  Liu, Shenghua;  Hooi, Bryan;  Faloutsos, Christos
收藏  |  浏览/下载：53/0  |  提交时间：2020/12/10
Image edge detection  Topology  Measurement  Robustness  Time series analysis  Tensile stress  Manuals  Graph mining  time series  fraud detection  contrast suspiciousness