Junbo Zhang@JDT
Junbo Zhang@JDT
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Deep Learning
CityGuard: Citywide Fire Risk Forecasting Using A Machine Learning Approach
UbiComp 2020
Qianru Wang*
,
Junbo Zhang
#
,
Bin Guo
,
Zexia Hao
,
Yifang Zhou
,
Junkai Sun
,
Zhiwen Yu
,
Yu Zheng
PDF
Project
Matrix Factorization for Spatio-Temporal Neural Networks with Applications to Urban Flow Prediction
CIKM 2019, Applied Research Track (acceptance rate: 21.8%)
Zheyi Pan*
,
Zhaoyuan Wang
,
Weifeng Wang
,
Yong Yu
,
Junbo Zhang
#
,
Yu Zheng
PDF
Code
Project
Project
CityTraffic: Modeling Citywide Traffic via Neural Memorization and Generalization Approach
CIKM 2019, Applied Research Track (acceptance rate: 21.8%)
Xiuwen Yi
,
Zhewen Duan
,
Ting Li
,
Junbo Zhang
#
,
Tianrui Li
,
Yu Zheng
PDF
Project
Project
Urban Traffic Prediction from Spatio-Temporal Data using Deep Meta Learning
[ORAL] KDD 2019, Research Track (acceptance rate: 14.2%)
Zheyi Pan*
,
Yuxuan Liang
,
Weifeng Wang
,
Yong Yu
,
Yu Zheng
,
Junbo Zhang
PDF
Cite
Code
Dataset
Project
Project
Slides
Video
Ranked 12 in KDD 2019
UrbanFM: Inferring Fine-Grained Urban Flows
KDD 2019, ADS Track (acceptance rate: 20.7%)
Yuxuan Liang
,
Kun Ouyang
,
Lin Jing
,
Sijie Ruan
,
Ye Liu
,
Junbo Zhang
,
David S. Rosenblum
,
Yu Zheng
PDF
Code
Dataset
Project
Project
Video
DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction
ACL 2019 (acceptance rate: 25.7%)
Huaishao Luo
,
Tianrui Li
,
Bing Liu
,
Junbo Zhang
PDF
Flow Prediction in Spatio-Temporal Networks Based on Multitask Deep Learning
Predicting flows (e.g. the traffic of vehicles, crowds and bikes), consisting of the in-out traffic at a node and transitions between …
Junbo Zhang
#
,
Yu Zheng
,
Junkai Sun
,
Dekang Qi
PDF
Cite
Project
Project
DOI
Flow Prediction in Spatio-Temporal Networks Based on Multitask Deep Learning
Predicting flows (e.g. the traffic of vehicles, crowds and bikes), consisting of the in-out traffic at a node and transitions between …
Junbo Zhang
#
,
Yu Zheng
,
Junkai Sun
,
Dekang Qi
PDF
Cite
Project
Project
DOI
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
Deep Distributed Fusion Network for Air Quality Prediction
KDD 2018, ADS Track (acceptance rate: 14.0%)
Xiuwen Yi
,
Junbo Zhang
#
,
Zhaoyuan Wang
,
Tianrui Li
,
Yu Zheng
PDF
Cite
Project
Slides
Video
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