Publications

Qianru Wang, Junbo Zhang, Bin Guo, Zexia Hao, Yifang Zhou, Junkai Sun, Zhiwen Yu, Yu Zheng (2019). CityGuard: Citywide Fire Risk Forecasting Using A Machine Learning Approach. In ACM UbiComp’20.

Zheyi Pan, Zhaoyuan Wang, Weifeng Wang, Yong Yu, Junbo Zhang*, Yu Zheng (2019). Matrix Factorization for Spatio-Temporal Neural Networks with Applications to Urban Flow Prediction. In CIKM.

Xiuwen Yi, Zhewen Duan, Ting Li, Junbo Zhang*, Tianrui Li, Yu Zheng (2019). CityTraffic: Modeling Citywide Traffic via Neural Memorization and Generalization Approach. In CIKM.

Yuxuan Liang, Kun Ouyang, Lin Jing, Sijie Ruan, Ye Liu, Junbo Zhang, David S. Rosenblum, Yu Zheng (2019). UrbanFM: Inferring Fine-Grained Urban Flows. In KDD.

PDF Code Dataset Project Video

Zheyi Pan, Yuxuan Liang, Weifeng Wang, Yong Yu, Yu Zheng, Junbo Zhang* (2019). Urban Traffic Prediction from Spatio-Temporal Data using Deep Meta Learning. In KDD.

PDF Code Dataset Project Video

Yang Liu, Yingting Liu, Zhijie Liu, Junbo Zhang*, Chuishi Meng, Yu Zheng (2019). Federated Forest. arXiv.

Huaishao Luo, Tianrui Li, Bing Liu, Junbo Zhang (2019). DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction. In ACL.

PDF Source Document

Junkai Sun, Junbo Zhang*, Qiaofei Li, Xiuwen Yi, Yu Zheng (2019). Predicting Citywide Crowd Flows in Irregular Regions Using Multi-View Graph Convolutional Networks. arXiv.

Preprint Project

Junbo Zhang, Yu Zheng, Junkai Sun, Dekang Qi (2019). Flow Prediction in Spatio-Temporal Networks Based on Multitask Deep Learning. IEEE TKDE.

PDF Project Source Document

Chao Huang, Junbo Zhang, Yu Zheng, Nitesh V. Chawla (2018). DeepCrime: Attentive Hierarchical Recurrent Networks for Crime Prediction. CIKM.

Xiuwen Yi, Junbo Zhang*, Zhaoyuan Wang, Tianrui Li, Yu Zheng (2018). Deep Distributed Fusion Network for Air Quality Prediction. In KDD.

PDF Project Video

Yuxuan Liang, Songyu Ke, Junbo Zhang, Xiuwen Yi, Yu Zheng (2018). GeoMAN: Multi-level Attention Networks for Geo-sensory Time Series Prediction. IJCAI.

PDF Code Project

Junbo Zhang, Yu Zheng, Dekang Qi, Ruiyuan Li, Xiuwen Yi, Tianrui Li (2018). Predicting citywide crowd flows using deep spatio-temporal residual networks. AI Journal.

Dong Wang, Junbo Zhang, Wei Cao, Jian Li, Yu Zheng (2018). When Will You Arrive Estimating Travel Time Based on Deep Neural Networks. AAAI.

Junbo Zhang, Yu Zheng, Dekang Qi (2017). Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction. In AAAI.

PDF Code Dataset Project Video

Junbo Zhang, Yu Zheng, Dekang Qi, Ruiyuan Li, Xiuwen Yi (2016). DNN-Based Prediction Model for Spatial-Temporal Data. ACM SIGSPATIAL.

PDF Code Dataset Project

Junbo Zhang, Yun Zhu, Yi Pan, Tianrui Li (2016). Efficient parallel boolean matrix based algorithms for computing composite rough set approximations. Information Sciences.

Junbo Zhang, Jian-Syuan Wong, Yi Pan, Tianrui Li (2015). A Parallel Matrix-based Method for Computing Approximations in Incomplete Information Systems. IEEE TKDE.

Junbo Zhang, Guangjian Tian, Yadong Mu, Wei Fan (2014). Supervised Deep Learning with Auxiliary Networks. KDD.

Junbo Zhang, Tianrui Li, Hongmei Chen (2014). Composite rough sets for dynamic data mining. Information Sciences.