GUO Shengnan (郭晟楠)
I am a PhD candidate at School of Computer and Information Technology, in Beijing Jiaotong University, supervised by Professor Lin Youfang and Professor Wan Huaiyu. I was a Visiting Student from 2019.09 to 2020.09 at School of Computer Science and Engineering, Nanyang Technological University (NTU), supervised by Professor Cong Gao. My current research interest falls in area of deep learning and data mining, especially their applications in spatial-temporal data mining.
Email: guoshn AT bjtu.edu.cn; shnguo.bjtu AT gmail.com
Papers
Shengnan Guo, Youfang Lin, Ning Feng, Chao Song, Huaiyu Wan. Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting. The 33rd AAAI Conference on Artificial Intelligence (AAAI), 2019. pdf; code; ppt.
Shengnan Guo, Youfang Lin, Huaiyu Wan, Xiucheng Li, Gao Cong. Learning Dynamics and Heterogeneity of Spatial-Temporal Graph Data for Traffic Forecasting. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021. pdf; code
Shengnan Guo, Youfang Lin, Shijie Li, Zhaoming Chen and Huaiyu Wan. Deep Spatial-Temporal 3D Convolutional Neural Networks for Traffic Data Forecasting. IEEE Transactions on Intelligent Transportation Systems (TITS), 2019. pdf; code.
Huaiyu Wan, Yan Lin, Shengnan Guo, Youfang Lin. Pre-training Time-Aware Location Embeddings from Spatial-Temporal Trajectories. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021. pdf
Yan Lin, Huaiyu Wan, Shengnan Guo, Youfang Lin. Pre-training Context and Time Aware Location Embeddings from Spatial-Temporal Trajectories for User Next Location Prediction. The 35th AAAI Conference on Artificial Intelligence (AAAI), 2021.
Beibei Wang, Youfang Lin, Shengnan Guo, Huaiyu Wan. GSNet: Learning Spatial-Temporal Correlations from Geographical and Semantic Aspects for Traffic Accident Risk Forecasting. The 35th AAAI Conference on Artificial Intelligence (AAAI), 2021.
Haomin Wen, Youfang Lin, Fan Wu, Huaiyu Wan, Shengnan Guo, lixia wu, Chao Song, Yinghui Xu. Package Pick-up Route Prediction via Modeling Couriers’ Spatial-Temporal Behaviors. The 37th IEEE International Conference on Data Engineering (ICDE), 2021.
Chao Song, Youfang Lin, Shengnan Guo, Huaiyu Wan. Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting. The 34th AAAI Conference on Artificial Intelligence (AAAI), 2020.
Huaiyu Wan, Shengnan Guo, Kang Yin, Xiaohui Liang, Youfang Lin. CTS-LSTM: LSTM-based Neural Networks for Correlated Time Series Prediction. Knowledge-Based Systems (KBS), 2020, 191: 105239.
Huaiyu Wan, Fuchen Li, Shengnan Guo, Zhong Cao, Youfang Lin. Learning Time-Aware Distributed Representations of Locations from Spatio-Temporal Trajectories. The 24th International Conference on Database Systems for Advanced Applications (DASFAA), 2019.