Qingsong Wen

Transformers in Time Series: A Survey

Qingsong Wen, Tian Zhou, Chaoli Zhang et al. · 2023 · 999 citations · Full text

Computing, Data Science, Forecasting +16

FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Tian Zhou, Ziqing Ma, Qingsong Wen et al. · arXiv (Cornell University) · 2022 · 541 citations · Full text

Computing, Data Science, Forecasting +14

A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection

Ming Jin, Huan Yee Koh, Qingsong Wen et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2024 · 406 citations · Full text

Computing, Data Science, Forecasting +16

DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection

Yiyuan Yang, Chaoli Zhang, Tian Zhou et al. · 2023 · 257 citations

Computing, Computer Science, Data Mining +15

RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series

Qingsong Wen, Jingkun Gao, Xiaomin Song et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 216 citations · Full text

Computing, Data Science, Forecasting +16