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"

25 / 125 papers shown

Title
Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data Stefan Bloemheuvel Jurgen van den Hoogen Dario Jozinović A. Michelini Martin Atzmueller AI4TS 18 45 0 03 Jan 2022
Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting Donghui Chen Ling-Hao Chen Zongjiang Shang Youdong Zhang Bo Wen Chenghu Yang AI4TS 38 7 0 14 Dec 2021
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora D. Salim Xuan Song Ryosuke Shibasaki 38 35 0 14 Dec 2021
STJLA: A Multi-Context Aware Spatio-Temporal Joint Linear Attention Network for Traffic Forecasting Yuchen Fang Yanjun Qin Haiyong Luo Fang Zhao Chenxing Wang GNN AI4TS 19 1 0 04 Dec 2021
DetectorNet: Transformer-enhanced Spatial Temporal Graph Neural Network for Traffic Prediction He Li Shiyu Zhang Xuejiao Li Liangcai Su Hongjie Huang D. Jin Linghao Chen Jianbin Huang Jaesoo Yoo 14 27 0 19 Oct 2021
HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting Chenyu Wang Zongyu Lin Xiaochen Yang Jiao Sun Mingxuan Yue Cyrus Shahabi AI4TS 71 28 0 27 Sep 2021
Generative and Contrastive Self-Supervised Learning for Graph Anomaly Detection Yu Zheng Ming Jin Yixin Liu Lianhua Chi K. Phan Yi-Ping Phoebe Chen 22 122 0 23 Aug 2021
DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Renhe Jiang Du Yin Zhaonan Wang Yizhuo Wang Jiewen Deng Hangcheng Liu Z. Cai Jinliang Deng Xuan Song Ryosuke Shibasaki AI4TS 57 158 0 20 Aug 2021
DeepExpress: Heterogeneous and Coupled Sequence Modeling for Express Delivery Prediction Siyuan Ren Bin Guo LongBing Cao Ke Li Jiaqi Liu Zhiwen Yu 8 8 0 18 Aug 2021
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals Yu-xin Zhang Yiqiang Chen Jindong Wang Zhiwen Pan AI4TS 21 189 0 27 Jul 2021
RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting Soumyasundar Pal Liheng Ma Yingxue Zhang Mark J. Coates BDL AI4TS 31 22 0 10 Jun 2021
Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution Fuxian Li J. Feng Huan Yan G. Jin Depeng Jin Yong Li GNN AI4TS 19 357 0 30 Apr 2021
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models Benedek Rozemberczki P. Scherer Yixuan He G. Panagopoulos Alexander Riedel ... Oliver Kiss Ferenc Béres Guzmán López Nicolas Collignon Rik Sarkar AI4CE 29 199 0 15 Apr 2021
The World as a Graph: Improving El Niño Forecasts with Graph Neural Networks Salva Rühling Cachay Emma Erickson A. Bucker Ernest Pokropek Willa Potosnak S. Bire Salomey Osei Björn Lütjens AI4TS 14 25 0 11 Apr 2021
Historical Inertia: A Neglected but Powerful Baseline for Long Sequence Time-series Forecasting Yue Cui Jiandong Xie Kai Zheng AI4TS 14 53 0 30 Mar 2021
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning Yixin Liu Zhao Li Shirui Pan Chen Gong Chuan Zhou George Karypis 37 289 0 27 Feb 2021
Simultaneously Reconciled Quantile Forecasting of Hierarchically Related Time Series Xing Han S. Dasgupta Joydeep Ghosh AI4TS 31 34 0 25 Feb 2021
Adjusting for Autocorrelated Errors in Neural Networks for Time Series Fan-Keng Sun C. Lang Duane S. Boning OOD AI4TS 30 28 0 28 Jan 2021
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 108 227 0 18 Jan 2021
Cyclic Label Propagation for Graph Semi-supervised Learning Zhao Li Yixin Liu Zhen Zhang Shirui Pan Jianliang Gao Jiajun Bu 16 7 0 24 Nov 2020
Graph Geometry Interaction Learning Shichao Zhu Shirui Pan Chuan Zhou Jia Wu Yanan Cao Bin Wang 71 90 0 23 Oct 2020
Contrastive and Generative Graph Convolutional Networks for Graph-based Semi-Supervised Learning Sheng Wan Shirui Pan Jian Yang Chen Gong SSL 22 137 0 15 Sep 2020
On the Inclusion of Spatial Information for Spatio-Temporal Neural Networks Rodrigo de Medrano J. Aznarte 29 15 0 15 Jul 2020
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey Konstantinos Benidis Syama Sundar Rangapuram Valentin Flunkert Bernie Wang Danielle C. Maddix ... David Salinas Lorenzo Stella François-Xavier Aubet Laurent Callot Tim Januschowski AI4TS 25 176 0 21 Apr 2020
Graph Neural Lasso for Dynamic Network Regression Yixin Chen Lin Meng Jiawei Zhang AI4TS 20 5 0 25 Jul 2019