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Graph WaveNet for Deep Spatial-Temporal Graph Modeling

Graph WaveNet for Deep Spatial-Temporal Graph Modeling

31 May 2019
Zonghan Wu
Shirui Pan
Guodong Long
Jing Jiang
Chengqi Zhang
    GNNAI4TS
ArXiv (abs)PDFHTML

Papers citing "Graph WaveNet for Deep Spatial-Temporal Graph Modeling"

50 / 585 papers shown
Title
Movement Analytics: Current Status, Application to Manufacturing, and
  Future Prospects from an AI Perspective
Movement Analytics: Current Status, Application to Manufacturing, and Future Prospects from an AI Perspective
Peter Baumgartner
Daniel V. Smith
Mashud Rana
Reena Kapoor
Elena Tartaglia
A. Schutt
Ashfaqur Rahman
John Taylor
S. Dunstall
85
4
0
04 Oct 2022
DynDepNet: Learning Time-Varying Dependency Structures from fMRI Data
  via Dynamic Graph Structure Learning
DynDepNet: Learning Time-Varying Dependency Structures from fMRI Data via Dynamic Graph Structure Learning
Alexander Campbell
A. Zippo
L. Passamonti
N. Toschi
Pietro Lio
80
5
0
27 Sep 2022
Traffic Accident Risk Forecasting using Contextual Vision Transformers
Traffic Accident Risk Forecasting using Contextual Vision Transformers
Khaled Saleh
Artur Grigorev
Adriana-Simona Mihaita
ViT
67
10
0
20 Sep 2022
Scalable Spatiotemporal Graph Neural Networks
Scalable Spatiotemporal Graph Neural Networks
Andrea Cini
Ivan Marisca
F. Bianchi
Cesare Alippi
AI4TSAI4CE
112
57
0
14 Sep 2022
Residual Correction in Real-Time Traffic Forecasting
Residual Correction in Real-Time Traffic Forecasting
Daejin Kim
Young Cho
Dongmin Kim
Cheonbok Park
Jaegul Choo
108
7
0
12 Sep 2022
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware
  Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting
Junkyu Jang
Sunghyuk Park
75
1
0
05 Sep 2022
The Neural Process Family: Survey, Applications and Perspectives
The Neural Process Family: Survey, Applications and Perspectives
Saurav Jha
Dong Gong
Xuesong Wang
Richard Turner
L. Yao
BDL
173
24
0
01 Sep 2022
Distributional Drift Adaptation with Temporal Conditional Variational
  Autoencoder for Multivariate Time Series Forecasting
Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting
Hui He
Qi Zhang
Kun Yi
Kaize Shi
ZhenDong Niu
Longbin Cao
TTAAI4TS
112
7
0
01 Sep 2022
STDEN: Towards Physics-Guided Neural Networks for Traffic Flow
  Prediction
STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction
Jiahao Ji
Jingyuan Wang
Zhe Jiang
Jiawei Jiang
Hu Zhang
DiffMPINNOODAI4CE
102
81
0
01 Sep 2022
EpiGNN: Exploring Spatial Transmission with Graph Neural Network for
  Regional Epidemic Forecasting
EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting
Feng Xie
Zhong Zhang
Liang Li
B. Zhou
Yusong Tan
76
23
0
23 Aug 2022
Expressing Multivariate Time Series as Graphs with Time Series Attention
  Transformer
Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer
W. Ng
K. Siu
Albert C. Cheung
Michael K. Ng
AI4TS
60
7
0
19 Aug 2022
Modeling Network-level Traffic Flow Transitions on Sparse Data
Modeling Network-level Traffic Flow Transitions on Sparse Data
Xiaoliang Lei
Hao Mei
Bin Shi
Hua Wei
71
21
0
13 Aug 2022
Uncertainty Quantification for Traffic Forecasting: A Unified Approach
Uncertainty Quantification for Traffic Forecasting: A Unified Approach
Weizhu Qian
Dalin Zhang
Yan Zhao
Kai Zheng
James Jianqiao Yu
BDLAI4TS
69
23
0
11 Aug 2022
Spatial-Temporal Identity: A Simple yet Effective Baseline for
  Multivariate Time Series Forecasting
Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting
Zezhi Shao
Zhao Zhang
Fei Wang
Wei Wei
Yongjun Xu
AI4TS
98
237
0
10 Aug 2022
A Visual Analytics System for Improving Attention-based Traffic
  Forecasting Models
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
54
15
0
08 Aug 2022
See What You See: Self-supervised Cross-modal Retrieval of Visual
  Stimuli from Brain Activity
See What You See: Self-supervised Cross-modal Retrieval of Visual Stimuli from Brain Activity
Zesheng Ye
Lina Yao
Yu Zhang
Silvia Gustin
89
6
0
07 Aug 2022
Enhancing the Robustness via Adversarial Learning and Joint
  Spatial-Temporal Embeddings in Traffic Forecasting
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
85
19
0
05 Aug 2022
Gaia: Graph Neural Network with Temporal Shift aware Attention for Gross
  Merchandise Value Forecast in E-commerce
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
87
5
0
27 Jul 2022
Planning and Learning: Path-Planning for Autonomous Vehicles, a Review
  of the Literature
Planning and Learning: Path-Planning for Autonomous Vehicles, a Review of the Literature
Kevin Osanlou
Christophe Guettier
Tristan Cazenave
Éric Jacopin
81
3
0
26 Jul 2022
Spatiotemporal Propagation Learning for Network-Wide Flight Delay
  Prediction
Spatiotemporal Propagation Learning for Network-Wide Flight Delay Prediction
Yuankai Wu
Hongyu Yang
Yi Lin
Hong Liu
AI4TS
51
17
0
14 Jul 2022
Adaptive Graph Spatial-Temporal Transformer Network for Traffic Flow
  Forecasting
Adaptive Graph Spatial-Temporal Transformer Network for Traffic Flow Forecasting
Aosong Feng
Leandros Tassiulas
AI4TS
73
62
0
09 Jul 2022
NodeTrans: A Graph Transfer Learning Approach for Traffic Prediction
NodeTrans: A Graph Transfer Learning Approach for Traffic Prediction
Xueyan Yin
Fei Li
Yanming Shen
Heng Qi
Baocai Yin
GNNAI4TS
50
8
0
04 Jul 2022
Lane-GNN: Integrating GNN for Predicting Drivers' Lane Change Intention
Lane-GNN: Integrating GNN for Predicting Drivers' Lane Change Intention
Hongde Wu
Mingming Liu
73
5
0
02 Jul 2022
Graph-Time Convolutional Neural Networks: Architecture and Theoretical
  Analysis
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis
Mohammad Sabbaqi
Elvin Isufi
GNNAI4TS
80
16
0
30 Jun 2022
Learning the Evolutionary and Multi-scale Graph Structure for
  Multivariate Time Series Forecasting
Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting
Junchen Ye
Zihan Liu
Bowen Du
Leilei Sun
Weimiao Li
Yanjie Fu
Hui Xiong
AI4TS
53
97
0
28 Jun 2022
Multi-Variate Time Series Forecasting on Variable Subsets
Multi-Variate Time Series Forecasting on Variable Subsets
Jatin Chauhan
A. Raghuveer
Rishi Saket
Jay Nandy
B. Ravindran
AI4TS
98
11
0
25 Jun 2022
Predicting Parking Lot Availability by Graph-to-Sequence Model: A Case
  Study with SmartSantander
Predicting Parking Lot Availability by Graph-to-Sequence Model: A Case Study with SmartSantander
Yuya Sasaki
Junya Takayama
Juan Ramón Santana
Shohei Yamasaki
T. Okuno
Makoto Onizuka
51
2
0
21 Jun 2022
Traffic-Twitter Transformer: A Nature Language Processing-joined
  Framework For Network-wide Traffic Forecasting
Traffic-Twitter Transformer: A Nature Language Processing-joined Framework For Network-wide Traffic Forecasting
Meng-Ju Tsai
Zhiyong Cui
Heng Yang
Cole Kopca
Sophie Tien
Yinhai Wang
AI4TS
54
4
0
19 Jun 2022
Pre-training Enhanced Spatial-temporal Graph Neural Network for
  Multivariate Time Series Forecasting
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting
Zezhi Shao
Zhao Zhang
Fei Wang
Yongjun Xu
AI4TS
136
231
0
18 Jun 2022
RadNet: Incident Prediction in Spatio-Temporal Road Graph Networks Using
  Traffic Forecasting
RadNet: Incident Prediction in Spatio-Temporal Road Graph Networks Using Traffic Forecasting
Shreshth Tuli
Matthew R. Wilkinson
C. Kettell
61
5
0
11 Jun 2022
Improving the Diagnosis of Psychiatric Disorders with Self-Supervised
  Graph State Space Models
Improving the Diagnosis of Psychiatric Disorders with Self-Supervised Graph State Space Models
A. E. Gazzar
R. Thomas
G. Wingen
AI4MH
76
7
0
07 Jun 2022
Spatial-Temporal Adaptive Graph Convolution with Attention Network for
  Traffic Forecasting
Spatial-Temporal Adaptive Graph Convolution with Attention Network for Traffic Forecasting
Weikang Chen
Yawen Li
Zhe Xue
Ang Li
Guobin Wu
GNNAI4TS
64
5
0
07 Jun 2022
Estimating counterfactual treatment outcomes over time in complex
  multiagent scenarios
Estimating counterfactual treatment outcomes over time in complex multiagent scenarios
Keisuke Fujii
Koh Takeuchi
Atsushi Kuribayashi
Naoya Takeishi
Yoshinobu Kawahara
K. Takeda
CML
95
15
0
04 Jun 2022
A Graph and Attentive Multi-Path Convolutional Network for Traffic
  Prediction
A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction
Jianzhong Qi
Zhuowei Zhao
E. Tanin
Tingru Cui
Neema Nassir
Majid Sarvi
GNN
66
28
0
30 May 2022
Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge
  Transfer
Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer
Bin Lu
Xiaoying Gan
Weinan Zhang
Huaxiu Yao
Luoyi Fu
Xinbing Wang
AI4TS
89
76
0
27 May 2022
Sparse Graph Learning from Spatiotemporal Time Series
Sparse Graph Learning from Spatiotemporal Time Series
Andrea Cini
Daniele Zambon
Cesare Alippi
CMLAI4TS
139
20
0
26 May 2022
Learning to Reconstruct Missing Data from Spatiotemporal Graphs with
  Sparse Observations
Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations
Ivan Marisca
Andrea Cini
Cesare Alippi
AI4TS
97
68
0
26 May 2022
Deep Representations for Time-varying Brain Datasets
Deep Representations for Time-varying Brain Datasets
Sikun Lin
Shuyun Tang
Scott T. Grafton
Ambuj K. Singh
AI4CE
78
6
0
23 May 2022
A Correlation Information-based Spatiotemporal Network for Traffic Flow
  Forecasting
A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting
Wei-Guo Zhu
Yongqi Sun
Xintong Yi
Yan Wang
84
20
0
20 May 2022
Spatial-Temporal Interactive Dynamic Graph Convolution Network for
  Traffic Forecasting
Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting
Aoyun Liu
Yaying Zhang
GNNAI4TS
92
33
0
18 May 2022
Adaptive Graph Convolutional Network Framework for Multidimensional Time
  Series Prediction
Adaptive Graph Convolutional Network Framework for Multidimensional Time Series Prediction
Ning Wang
AI4TS
61
0
0
08 May 2022
Multi-Spatio-temporal Fusion Graph Recurrent Network for Traffic
  forecasting
Multi-Spatio-temporal Fusion Graph Recurrent Network for Traffic forecasting
Wei Zhao
Shiqi Zhang
B. Zhou
Bei Wang
AI4TS
69
11
0
03 May 2022
Predicting vacant parking space availability zone-wisely: a graph based
  spatio-temporal prediction approach
Predicting vacant parking space availability zone-wisely: a graph based spatio-temporal prediction approach
Yajing Feng
Qian Hu
Zhenzhou Tang
46
6
0
03 May 2022
Triformer: Triangular, Variable-Specific Attentions for Long Sequence
  Multivariate Time Series Forecasting--Full Version
Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version
Razvan-Gabriel Cirstea
Chenjuan Guo
B. Yang
Tung Kieu
Xuanyi Dong
Shirui Pan
AI4TS
99
117
0
28 Apr 2022
AZ-whiteness test: a test for uncorrelated noise on spatio-temporal
  graphs
AZ-whiteness test: a test for uncorrelated noise on spatio-temporal graphs
Daniele Zambon
Cesare Alippi
55
7
0
23 Apr 2022
Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph
  Attention
Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention
Wei Shao
Zhiling Jin
Shuo Wang
Yu Kang
Xiao Xiao
Hamid Menouar
Zhaofeng Zhang
Junshan Zhang
Flora D. Salim
AI4TSAI4CE
64
56
0
23 Apr 2022
Spatial-Temporal Hypergraph Self-Supervised Learning for Crime
  Prediction
Spatial-Temporal Hypergraph Self-Supervised Learning for Crime Prediction
Zhong Li
Chao Huang
Lianghao Xia
Yong-mei Xu
Jiangsen Pei
101
70
0
18 Apr 2022
Spatio-Temporal Dynamic Graph Relation Learning for Urban Metro Flow
  Prediction
Spatio-Temporal Dynamic Graph Relation Learning for Urban Metro Flow Prediction
Peng Xie
Minbo Ma
Tianrui Li
Shenggong Ji
Shengdong Du
Zeng Yu
Junbo Zhang
AI4TS
33
27
0
06 Apr 2022
A Survey on Graph Representation Learning Methods
A Survey on Graph Representation Learning Methods
Shima Khoshraftar
A. An
GNNAI4TS
122
125
0
04 Apr 2022
Towards Spatio-Temporal Aware Traffic Time Series Forecasting--Full
  Version
Towards Spatio-Temporal Aware Traffic Time Series Forecasting--Full Version
Razvan-Gabriel Cirstea
B. Yang
Chenjuan Guo
Tung Kieu
Shirui Pan
AI4TS
100
87
0
29 Mar 2022
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