ST Forecasting

DeepCrime: Attentive Hierarchical Recurrent Networks for Crime Prediction
As urban crimes (e.g., burglary and robbery) negatively impact our everyday life and must be addressed in a timely manner, predict- ing …
Chao Huang*, Junbo Zhang, Yu Zheng, Nitesh V. Chawla
PDF Project
GeoMAN: Multi-level Attention Networks for Geo-sensory Time Series Prediction
Numerous sensors have been deployed in different geospatial locations to continuously and cooperatively monitor the surrounding …
Yuxuan Liang, Songyu Ke, Junbo Zhang, Xiuwen Yi*, Yu Zheng
PDF Cite Code Project Ranked 15th in IJCAI 2018
GeoMAN: Multi-level Attention Networks for Geo-sensory Time Series Prediction
DNN-Based Prediction Model for Spatio-Temporal Data
Advances in location-acquisition and wireless communication technologies have led to wider availability of spatio-temporal (ST) data, …
Junbo Zhang, Yu Zheng, Dekang Qi, Ruiyuan Li, Xiuwen Yi*
PDF Code Dataset Project