Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks

24 May 2020

Xiaojun Chang

Papers citing "Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks"

50 / 125 papers shown

Title
AutoSTL: Automated Spatio-Temporal Multi-Task Learning Zijian Zhang Xiangyu Zhao Hao Miao Chunxu Zhang Hongwei Zhao Junbo Zhang AI4TS 31 19 0 16 Apr 2023
Dynamic Graph Representation Learning with Neural Networks: A Survey Leshanshui Yang Sébastien Adam Clément Chatelain AI4TS AI4CE 39 14 0 12 Apr 2023
The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting Lu Han Han-Jia Ye De-Chuan Zhan AI4TS 23 85 0 11 Apr 2023
TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification Huaiyuan Liu Xianzhang Liu Donghua Yang Zhiyu Liang Hongzhi Wang Yong Cui Jun Gu AI4TS 38 28 0 11 Apr 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 43 5 0 06 Apr 2023
Adaptive Modeling of Uncertainties for Traffic Forecasting Ying Wu Yongchao Ye Adnan Zeb James J. Q. Yu Zhilin Wang AI4TS 24 7 0 16 Mar 2023
Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction Xing Wang Kexin Yang Zhendong Wang Junlan Feng Lin Zhu Juan Zhao Chao Deng 17 11 0 28 Feb 2023
Dynamic Graph Convolutional Network with Attention Fusion for Traffic Flow Prediction Xunlian Luo Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 32 6 0 24 Feb 2023
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Zhichen Lai Dalin Zhang Huan Li Christian S. Jensen Hua Lu Yan Zhao AI4TS 35 29 0 23 Feb 2023
BUAA_BIGSCity: Spatial-Temporal Graph Neural Network for Wind Power Forecasting in Baidu KDD CUP 2022 Jiawei Jiang Chengkai Han Jingyuan Wang 14 5 0 22 Feb 2023
GTRL: An Entity Group-Aware Temporal Knowledge Graph Representation Learning Method Xing Tang Ling-Hao Chen AI4TS 19 4 0 22 Feb 2023
Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations Xun Zhu Yutong Xiong Ming Wu Gaozhen Nie Bin Zhang Ziheng Yang AI4TS 28 17 0 21 Feb 2023
Because Every Sensor Is Unique, so Is Every Pair: Handling Dynamicity in Traffic Forecasting Arian Prabowo Wei Shao Hao Xue Piotr Koniusz Flora D. Salim AI4TS 39 14 0 20 Feb 2023
Curriculum Graph Machine Learning: A Survey Haoyang Li Xin Wang Wenwu Zhu 30 16 0 06 Feb 2023
Spatio-Temporal Graph Neural Networks: A Survey Zahraa Al Sahili M. Awad GNN AI4TS 29 23 0 25 Jan 2023
Graph Convolutional Networks for Traffic Forecasting with Missing Values Jingwei Zuo K. Zeitouni Y. Taher Sandra García-Rodríguez GNN AI4TS 31 39 0 13 Dec 2022
GreenEyes: An Air Quality Evaluating Model based on WaveNet Kan Huang Kai Zhang Ming-de Liu 17 2 0 08 Dec 2022
A Mobility-Aware Deep Learning Model for Long-Term COVID-19 Pandemic Prediction and Policy Impact Analysis Danfeng Guo Zijie Huang Junheng Hao Yizhou Sun Wei Wang D. Terzopoulos 24 0 0 05 Dec 2022
Easy Begun is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout Hongjun Wang Jiyuan Chen Tongbo Pan Z. Fan Boyuan Zhang Renhe Jiang Lingyu Zhang Yi Xie Zhongyin Wang Xuan Song GNN 26 8 0 28 Nov 2022
Graph Neural Networks with Trainable Adjacency Matrices for Fault Diagnosis on Multivariate Sensor Data Alexander Kovalenko Vitaliy Pozdnyakov Ilya Makarov AI4CE 18 9 0 20 Oct 2022
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting Kun Yi Qi Zhang Liang Hu Hui He Ning An LongBing Cao ZhenDong Niu AI4TS 59 3 0 06 Oct 2022
Practical Adversarial Attacks on Spatiotemporal Traffic Forecasting Models F. Liu Haowen Liu Wenzhao Jiang OOD 64 33 0 05 Oct 2022
Retrieval Based Time Series Forecasting Baoyu Jing Si Zhang Yada Zhu B. Peng K. Guan A. Margenot Hanghang Tong AI4TS 35 9 0 27 Sep 2022
Simpler is better: Multilevel Abstraction with Graph Convolutional Recurrent Neural Network Cells for Traffic Prediction Naghmeh Shafiee Roudbari Zachary Patterson Ursula Eicker Charalambos (Charis) Poullis GNN AI4TS 11 2 0 08 Sep 2022
STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction Jiahao Ji Jingyuan Wang Zhe Jiang Jiawei Jiang Hu Zhang DiffM PINN OOD AI4CE 12 77 0 01 Sep 2022
EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting Feng Xie Zhong Zhang Liang Li B. Zhou Yusong Tan 19 22 0 23 Aug 2022
Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics Zhengyang Zhou Yang Kuo Wei Sun Binwu Wang Mingxing Zhou Yunan Zong Yang Wang AI4TS 24 3 0 17 Aug 2022
Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Wei Wei Yongjun Xu AI4TS 27 204 0 10 Aug 2022
A Visual Analytics System for Improving Attention-based Traffic Forecasting Models Seungmin Jin Hyunwoo Lee Cheonbok Park Hyeshin Chu Yunwon Tae Jaegul Choo Sungahn Ko 20 14 0 08 Aug 2022
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 33 18 0 05 Aug 2022
Gaia: Graph Neural Network with Temporal Shift aware Attention for Gross Merchandise Value Forecast in E-commerce Borui Ye Shuo Yang Binbin Hu Qing Cui Youqiang He Kai Huang Jun Zhou Yanming Fang 27 4 0 27 Jul 2022
PanGu-Coder: Program Synthesis with Function-Level Language Modeling Fenia Christopoulou Gerasimos Lampouras Milan Gritta Guchun Zhang Yinpeng Guo ... Guangtai Liang Jia Wei Xin Jiang Qianxiang Wang Qun Liu ELM SyDa ALM 45 74 0 22 Jul 2022
Dynamic-Group-Aware Networks for Multi-Agent Trajectory Prediction with Relational Reasoning Chenxin Xu Yuxin Wei Bohan Tang Sheng Yin Ya-Qin Zhang Siheng Chen AI4TS AI4CE 32 33 0 27 Jun 2022
Multi-Variate Time Series Forecasting on Variable Subsets Jatin Chauhan A. Raghuveer Rishi Saket Jay Nandy B. Ravindran AI4TS 33 9 0 25 Jun 2022
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Yongjun Xu AI4TS 24 213 0 18 Jun 2022
An Adaptive Federated Relevance Framework for Spatial Temporal Graph Learning Tiehua Zhang Yuze Liu Zhishu Shen Ruiqian Xu Xin Chen Xiaowei Huang Xi Zheng FedML AI4TS 32 9 0 07 Jun 2022
Sparse Graph Learning from Spatiotemporal Time Series Andrea Cini Daniele Zambon Cesare Alippi CML AI4TS 43 18 0 26 May 2022
FreDo: Frequency Domain-based Long-Term Time Series Forecasting Fan-Keng Sun Duane S. Boning AI4TS 45 11 0 24 May 2022
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning Chuizheng Meng Sungyong Seo Defu Cao Sam Griesemer Yan Liu PINN AI4CE 42 57 0 31 Mar 2022
Graph Neural Networks in IoT: A Survey Guimin Dong Mingyue Tang Zhiyuan Wang Jiechao Gao Sikun Guo Lihua Cai Robert Gutierrez Brad Campbell Laura E. Barnes M. Boukhechba GNN AI4CE 40 96 0 29 Mar 2022
AutoTS: Automatic Time Series Forecasting Model Design Based on Two-Stage Pruning Chunnan Wang Xing-Yu Chen Chen-Hung Wu Hongzhi Wang TPM AI4TS 21 4 0 26 Mar 2022
Forecast Evaluation for Data Scientists: Common Pitfalls and Best Practices Hansika Hewamalage Klaus Ackermann Christoph Bergmeir AI4TS 67 87 0 21 Mar 2022
Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series Yuanrong Wang T. Aste AI4TS 26 10 0 08 Mar 2022
Comparison of Spatio-Temporal Models for Human Motion and Pose Forecasting in Face-to-Face Interaction Scenarios Germán Barquero Johnny Núnez Zhen Xu Sergio Escalera Wei-Wei Tu Isabelle M Guyon Cristina Palmero CVBM 42 12 0 07 Mar 2022
ES-dRNN with Dynamic Attention for Short-Term Load Forecasting Slawek Smyl Grzegorz Dudek Paweł Pełka AI4TS 19 11 0 02 Mar 2022
Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting Jiabin Tang Tang Qian Shikun Liu Shengdong Du Jie Hu Tianrui Li AI4TS 24 22 0 25 Feb 2022
Dynamic Relation Discovery and Utilization in Multi-Entity Time Series Forecasting Lin Huang Lijun Wu Jia Zhang Jiang Bian Tie-Yan Liu AI4TS 31 2 0 18 Feb 2022
Balanced Graph Structure Learning for Multivariate Time Series Forecasting Weijun Chen Yanze Wang Chengshuo Du Zhenglong Jia Feng Liu Ran Chen AI4TS 23 1 0 24 Jan 2022
Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting Ling-Hao Chen Donghui Chen Zongjiang Shang Binqing Wu Cen Zheng Bo Wen Wei Zhang AI4TS AI4CE 24 61 0 13 Jan 2022
Towards Similarity-Aware Time-Series Classification Daochen Zha Kwei-Herng Lai Kaixiong Zhou Xia Hu AI4TS 23 24 0 05 Jan 2022