Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting

28 June 2022

Papers citing "Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting"

9 / 9 papers shown

Title
Nearest Neighbor Multivariate Time Series Forecasting Huiliang Zhang Ping Nie Lijun Sun Benoit Boulet AI4TS 9 0 0 16 May 2025
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng L. Zhang Zimu Zhou Yongxin Tong AI4TS 31 0 0 09 May 2025
Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting Xinlong Zhao L. Zhang Tianbo Zou Yan Zhang AI4TS 26 0 0 01 May 2025
Multimodal joint prediction of traffic spatial-temporal data with graph sparse attention mechanism and bidirectional temporal convolutional network Dongran Zhang Jiangnan Yan K. Polat A. Alhudhaif Jun Li AI4TS 33 11 0 31 Dec 2024
Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting Minbo Ma Jilin Hu Christian S. Jensen Fei Teng Peng Han Zhiqiang Xu Tian-Jie Li AI4TS 52 3 0 27 Dec 2023
A Simple Framework for Multi-mode Spatial-Temporal Data Modeling Zihang Liu Le Yu T. Zhu Lei Sun AI4TS 21 0 0 22 Aug 2023
Forecast Evaluation for Data Scientists: Common Pitfalls and Best Practices Hansika Hewamalage Klaus Ackermann Christoph Bergmeir AI4TS 67 89 0 21 Mar 2022
Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting Nam H. Nguyen Brian Quanz BDL AI4TS 140 66 0 25 Jan 2021
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 108 228 0 18 Jan 2021