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A Macro-Micro Spatio-Temporal Neural Network for Traffic Prediction
Siyuan Feng*, Shuqing Wei, Junbo Zhang, Yexin Li, Jintao Ke, Gaode Chen, Yu Zheng, Hai Yang
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HiSTGNN: Hierarchical Spatio-Temporal Graph Neural Network for Weather Forecasting
Weather forecasting is an attractive yet challenging task due to its significant impacts on human life and the intricate nature of …
Minbo Ma, Peng Xie, Fei Teng, Bin Wang, Shenggong Ji, Junbo Zhang, Tianrui Li
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AutoSTG+: An Automatic Framework to Discover the Optimal Network for Spatio-temporal Graph Prediction
AI 2023
Songyu Ke, Zheyi Pan*, Tianfu He, Yuxuan Liang, Junbo Zhang, Yu Zheng
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AutoSTG+: An Automatic Framework to Discover the Optimal Network for Spatio-temporal Graph Prediction
Spatio-Temporal Dynamic Graph Relation Learning for Urban Metro Flow Prediction
IEEE TKDE
Peng Xie, Minbo Ma, Tianrui Li, Shenggong Ji, Shengdong Du, Zeng Yu, Junbo Zhang
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Spatio-Temporal Dynamic Graph Relation Learning for Urban Metro Flow Prediction
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey
With recent advances in sensing technologies, a myriad of spatio-temporal data has been generated and recorded in smart cities. …
Guangyin Jin, Yuxuan Liang, Yuchen Fang, Jincai Huang, Junbo Zhang, and Yu Zheng
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Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey
Housing Rental Suggestion Based on E-commerce Data
Because renting a house is a low-frequency behavior of people, the housing rental suggestion issue suffers from extremely sparse data. …
Zhaoyuan Wang, Shun Chen, Shenggong Ji, Zheyi Pan*, Chuishi Meng, Junbo Zhang, Tianrui Li, Yu Zheng
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Mixed-Order Relation-Aware Recurrent Neural Networks for Spatio-Temporal Forecasting
IEEE TKDE
Yuxuan Liang, Kun Ouyang, Yiwei Wang, Zheyi Pan*, Yifang Yin, Hongyang Chen, Junbo Zhang, Yu Zheng, David S. Rosenblum, Roger Zimmermann
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Mixed-Order Relation-Aware Recurrent Neural Networks for Spatio-Temporal Forecasting
Forecasting Fine-grained Urban Flow via Spatio-temporal Contrastive Self-Supervision
IEEE TKDE
Hao Qu, Yongshun Gong, Meng Chen, Junbo Zhang, Yu Zheng, Yilong Yin
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Forecasting Fine-grained Urban Flow via Spatio-temporal Contrastive Self-Supervision
Shortening passengers' travel time: A dynamic metro train scheduling approach using deep reinforcement learning
IEEE TKDE
Zhaoyuan Wang, Zheyi Pan*, Shun Chen, Shenggong Ji, Xiuwen Yi, Junbo Zhang, Jingyuan Wang, Zhiguo Gong, Tianrui Li, Yu Zheng
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Fine-grained Urban Flow Inference with Incomplete Data
IEEE TKDE
Jiyue Li*, Senzhang Wang, Jiaqiang Zhang, Hao Miao, Junbo Zhang, Philip Yu
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