Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series
Forecasting

Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting

13 January 2022

Zongjiang Shang

Papers citing "Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting"

19 / 19 papers shown

Title
Knowledge-enhanced Transformer for Multivariate Long Sequence Time-series Forecasting Shubham Tanaji Kakde Rony Mitra Jasashwi Mandal Manoj Kumar Tiwari KELM AI4TS 28 0 0 17 Nov 2024
Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting Zongjiang Shang Ling Chen Binqing Wu Dongliang Cui AI4TS AI4CE 31 1 0 31 Oct 2024
DuoGNN: Topology-aware Graph Neural Network with Homophily and Heterophily Interaction-Decoupling K. Mancini I. Rekik 40 1 0 29 Sep 2024
Spatial-Temporal Mixture-of-Graph-Experts for Multi-Type Crime Prediction Ziyang Wu Fan Liu Jindong Han Yuxuan Liang Hao Liu 26 2 0 24 Sep 2024
MotifDisco: Motif Causal Discovery For Time Series Motifs Josephine Lamp M. Derdzinski Christopher Hannemann Sam Hatfield Joost van der Linden CML AI4TS BDL 28 0 0 23 Sep 2024
FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting Ruiqi Li Maowei Jiang Kai-Ming Wang Kaiduo Feng Quangao Liu Yue Sun Xiufang Zhou AI4TS 35 1 0 22 May 2024
Optimizing Sales Forecasts through Automated Integration of Market Indicators Lina Döring Felix Grumbach Pascal Reusch 11 0 0 15 May 2024
Temporal and Heterogeneous Graph Neural Network for Remaining Useful Life Prediction Zhihao Wen Yuan Fang Pengcheng Wei Fayao Liu Zhenghua Chen Min-man Wu AI4CE 30 2 0 07 May 2024
Exploiting Individual Graph Structures to Enhance Ecological Momentary Assessment (EMA) Forecasting Mandani Ntekouli Gerasimos Spanakis L. Waldorp A. Roefs 22 0 0 28 Mar 2024
D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting Xiaobing Yuan Ling Chen AI4TS 23 0 0 26 Mar 2024
ADEdgeDrop: Adversarial Edge Dropping for Robust Graph Neural Networks Zhaoliang Chen Zhihao Wu Ylli Sadikaj Claudia Plant Hong-Ning Dai Shiping Wang Wenzhong Guo AAML 40 0 0 14 Mar 2024
Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling Ivan Marisca C. Alippi F. Bianchi AI4TS 34 8 0 16 Feb 2024
MSHyper: Multi-Scale Hypergraph Transformer for Long-Range Time Series Forecasting Zongjiang Shang Ling Chen AI4TS 32 3 0 17 Jan 2024
HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling for Long-Term Forecasting Shubao Zhao Ming Jin Zhaoxiang Hou Che-Sheng Yang Zengxiang Li Qingsong Wen Yi Wang 22 2 0 10 Jan 2024
Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data Yucheng Wang Yuecong Xu Jianfei Yang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS 34 37 0 11 Sep 2023
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Zhichen Lai Dalin Zhang Huan Li Christian S. Jensen Hua Lu Yan Zhao AI4TS 27 29 0 23 Feb 2023
Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting Juyong Jiang Binqing Wu Ling-Hao Chen Kai Zhang Sunghun Kim AI4TS 30 18 0 05 Aug 2022
Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting Amin Shabani A. Abdi Li Meng Tristan Sylvain AI4TS 22 61 0 08 Jun 2022
Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction Eli Chien Wei-Cheng Chang Cho-Jui Hsieh Hsiang-Fu Yu Jiong Zhang O. Milenkovic Inderjit S Dhillon 152 130 0 29 Oct 2021