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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：6/0  |  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：6/0  |  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：11/0  |  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：16/0  |  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：22/0  |  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：16/0  |  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：41/0  |  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：47/0  |  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：51/0  |  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  
Modelling semantics across multiple time series and its applications 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2015, 卷号: 85, 页码: 27-36
作者:  Qiao, Zhi;  Huang, Guangyan;  He, Jing;  Zhang, Peng;  Zhang, Yanchun;  Guo, Li
收藏  |  浏览/下载：37/0  |  提交时间：2019/12/13
Multiple time series  Semantics analysis  Prediction  Anomaly detection