Deep Learning for Time Series Anomaly Detection: A Survey论文
ACM Computing Surveys2024引用: 367
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection论文
IEEE Transactions on Pattern Analysis and Machine Intelligence2024引用: 379
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting论文
2023引用: 220
SAITS: Self-attention-based imputation for time series论文
Expert Systems with Applications2023引用: 413
Transformers in Time-Series Analysis: A Tutorial论文
Circuits Systems and Signal Processing2023引用: 275
PyMC: a modern, and comprehensive probabilistic programming framework in Python论文
PeerJ Computer Science2023引用: 756
Are Transformers Effective for Time Series Forecasting?论文
Proceedings of the AAAI Conference on Artificial Intelligence2023引用: 2.5K
Transformers in Time Series: A Survey论文
2023引用: 971
A comprehensive survey on design and application of autoencoder in deep learning论文
Applied Soft Computing2023引用: 519
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection论文
2023引用: 243
PromptCast: A New Prompt-Based Learning Paradigm for Time Series Forecasting论文
IEEE Transactions on Knowledge and Data Engineering2023引用: 229
Data clustering: application and trends论文
Artificial Intelligence Review2022引用: 271
TS2Vec: Towards Universal Representation of Time Series论文
Proceedings of the AAAI Conference on Artificial Intelligence2022引用: 641
TranAD论文
Proceedings of the VLDB Endowment2022引用: 784
FNet: Mixing Tokens with Fourier Transforms论文
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies2022引用: 490
Human activity recognition based on multienvironment sensor data论文
Information Fusion2022引用: 238
Deep learning for anomaly detection in multivariate time series: Approaches, applications, and challenges论文
Information Fusion2022引用: 316
KalmanNet: Neural Network Aided Kalman Filtering for Partially Known Dynamics论文
IEEE Transactions on Signal Processing2022引用: 477
MST-GAT: A multimodal spatial–temporal graph attention network for time series anomaly detection论文
Information Fusion2022引用: 260
Anomaly detection in time series论文
Proceedings of the VLDB Endowment2022引用: 483
第 1-20 条，共 570 条
上一页下一页