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Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook
As cities continue to burgeon, Urban Computing emerges as a pivotal discipline for sustainable development by harnessing the power of …
Xingchen Zou, Yibo Yan, Xixuan Hao, Yuehong Hu, Haomin Wen, Erdong Liu, Junbo Zhang, Yong Li, Tianrui Li, Yu Zheng, and Yuxuan Liang
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Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook
Exploring the distributed knowledge congruence in proxy-data-free federated distillation
Zhiyuan Wu, Sheng Sun, Yuwei Wang, Min Liu, Quyang Pan, Junbo Zhang, Zeju Li, Qingxiang Liu
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Daily Schedule Recommendation in Urban Life Based on Deep Reinforcement Learning
Jia Liu, Donghai Zhai, Wei Huang, Shenggong Ji, Junbo Zhang, Tianrui Li
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Federated Continual Learning via Knowledge Fusion: A Survey
Xin Yang, Hao Yu, Xin Gao, Hao Wang, Junbo Zhang, Tianrui Li
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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, Zezhi Shao, Jincai Huang, Junbo Zhang, and Yu Zheng
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Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey
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
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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