ST-Data

GSDI: Spatio-Temporal Contrastive Learning for Geo-Sensory Data Inference

We proposed a method for geo-sensory data inference, to collectively infer the readings of unobserved locations.

Songyu Ke, Yuxuan Liang, Xiuwen Yi*, Junbo Zhang, Yu Zheng

GSDI: Spatio-Temporal Contrastive Learning for Geo-Sensory Data Inference

VQGG: Generating Adaptive Graphs for Traffic Forecasting via a Vector-Quantized Graph Generator

We proposed a new neural module to generate dynamic adaptive graphs for traffic forecasting.

Songyu Ke, Chenyu Wu, Jinjin Guo, Junbo Zhang, Yu Zheng

VQGG: Generating Adaptive Graphs for Traffic Forecasting via a Vector-Quantized Graph Generator

Mixed-Order Relation-Aware Recurrent Neural Networks for Spatio-Temporal Forecasting

Yuxuan Liang, Kun Ouyang, Yiwei Wang, Zheyi Pan*, Yifang Yin, Hongyang Chen, Junbo Zhang, Yu Zheng, David S. Rosenblum, Roger Zimmermann

Mixed-Order Relation-Aware Recurrent Neural Networks for Spatio-Temporal Forecasting

Spatio-Temporal Artificial Intelligence (STAI)

STAI: AI for Spatio-Temporal Data. STAI leverages modern AI techniques (especially deep learning) for spatio-temporal data as well as its applications.

Spatio-Temporal Artificial Intelligence (STAI)

Forecasting Fine-grained Urban Flow via Spatio-temporal Contrastive Self-Supervision

Hao Qu, Yongshun Gong, Meng Chen, Junbo Zhang, Yu Zheng, Yilong Yin

Forecasting Fine-grained Urban Flow via Spatio-temporal Contrastive Self-Supervision

Multi-Memory enhanced Separation Network for Indoor Temperature Prediction

Zhewen Duan, Xiuwen Yi*, Peng Li, Dekang Qi, Yexin Li, Haoran Xu, Yanyong Huang, Junbo Zhang, Yu Zheng

Multi-Memory enhanced Separation Network for Indoor Temperature Prediction

Fine-grained Urban Flow Inference with Incomplete Data

Jiyue Li*, Senzhang Wang, Jiaqiang Zhang, Hao Miao, Junbo Zhang, Philip Yu

TrajMesa: A Distributed NoSQL-Based Trajectory Data Management System

Ruiyuan Li, Huajun He, Rubin Wang, Sijie Ruan, Tianfu He, Jie Bao, Junbo Zhang, Liang Hong, Yu Zheng

Fine-grained Urban Flow Prediction

Yuxuan Liang, Kun Ouyang, Junkai Sun*, Yiwei Wang, Junbo Zhang, Yu Zheng, David S.Rosenblum, Roger Zimmermann

Fine-grained Urban Flow Prediction

Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network

Xiyue Zhang, Chao Huang*, Yong Xu, Lianghao Xia, Peng Dai, Liefeng Bo, Junbo Zhang, Yu Zheng

Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network