Urban-computing-papers

Papers on urban computing

新基建

[1] 什么是新基建

[2] 百度AI新基建版图

[3] 新基建项目盘点

白皮书

[1] 百度城市大脑白皮书

[2] 区块链赋能新型智慧城市白皮书

[3] 京东云智能城市白皮书2019

[4] 中国智能城市发展战略与策略研究

[5] 城市交通数字化转型白皮书

Experts or AI lab

[1] Yu Zheng: link

[2] JD city : link

[3] alibaba: link

[4] Huawei: link

[5] ByteDance: link

[6] alibaba damo academy: link

[7] Tencent: link

[8] Microsoft: link

[9] intel: link

[10] FACEBOOK: link

[11] Google: link

[12] National Laboratory of Pattern Recognition: link

[13] Baidu: link

[14] JD cloud: link

Dataset

[1] GAIA Open Dataset: link

Content

• 1. Trafic forecasting
  • 1.1 GNN papers on Traffic forecasting
  • 1.2 Other method on Traffic forecasting

Relevant papers

Traffic forecasting

GNN papers on Traffic forecasting

Graph neural network on traffic forecasting

[1] Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting. IJCAI 2018. paper, code.

Detailed analysis

Bing Yu, Haoteng Yin, Zhanxing Zhu

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[2] Spatiotemporal Multi-Graph Convolution Network for Ride-hailing Demand Forecasting. AAAI 2019. paper.

Xu Geng, Yaguang Li, Leye Wang, Lingyu Zhang, Qiang Yang, Jieping Ye, Yan Liu

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[3] Spatio-Temporal Graph Structure Learning for Traffic Forecasting. AAAI 2020. paper.

Qi Zhang, Jianlong Chang, Gaofeng Meng, Shiming Xiang, Chunhong Pan

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[4] GMAN: A Graph Multi-Attention Network for Traffic Prediction. AAAI 2020. paper, code.

Chuanpan Zheng, Xiaoliang Fan, Cheng Wang, Jianzhong Qi

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[5] Graph WaveNet for Deep Spatial-Temporal Graph Modeling. IJCAI 2019. paper.

Zonghan Wu, Shirui Pan, Guodong Long, Jing Jiang, Chengqi Zhang

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[6] Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting. AAAI 2020. paper, code.

Chao Song, Youfang Lin, Shengnan Guo, Huaiyu Wan

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[7] DIFFUSION CONVOLUTIONAL RECURRENT NEURAL NETWORK: DATA-DRIVEN TRAFFIC FORECASTING. ICLR 2018. paper.

Yaguang Li, Rose Yu, Cyrus Shahabi, Yan Liu

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[8] Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting. AAAI 2019. paper code.

Shengnan Guo, Youfang Lin, Ning Feng, Chao Song, Huaiyu Wan

Other method on Traffic forecasting

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