This repository records labs\groups\researchers of Spatial-temporal Data Minging. Welcome anyone to supplement.
It is worth noting that sorting is meaningless before and after.
Many thanks to collaborator Peng Xie
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JD Intelligent Cities Research, JD.(京东智能城市研究院)
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DiDi research (滴滴研究院)
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城市大脑实验室，达摩院
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Big Data Lab Baidu (百度大数据实验室)
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清华大学
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北京大学
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北航
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西交
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中科院
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香港科技大学
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上海交大
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Insitute of Artificial Intelligence, Southwest Jiaotong University.(西南交大人工智能研究院)
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Data Management @Nanyang Tech, School of Comp Sci and Engineering, Nanyang Technological University (新加坡南阳理工)
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SpaceTimeLab, Department of Civil, Environmental and Geomatic Engineering, University College London
| Researcher | Affiliation | Interests | Homepage |
|---|---|---|---|
| Minyi Guo(过敏意) | (上海交大) | Parallel and Distributed Processing; Parallelizing Compilers; Cloud Computing; Pervasive Computing; Software Engineering, Embedded Systems; Green Computing; Wireless Sensor Networks. | https://cs.sjtu.edu.cn/~guo-my/ |
| Yu Zheng (郑宇) | JD Intelligent Cities Business Unit | Urban Computing, Trajectory Data Mining & Computing with Spatial Trajectories, Cross-Domain Knowledge Fusion, Location-Based Social Networks | http://urban-computing.com/yuzheng |
| Tianrui Li (李天瑞) | Soutwest Jiaotong University | Data Mining and Knowledge Discovery, Cloud Computing and Big Data, Artificial Intelligence, Granular Computing and Rough Sets | https://faculty.swjtu.edu.cn/litianrui/en/index.htm |
| Junbo Zhang (张钧波) | JD Intelligent Cities Research | Spatio-Temporal AI, Urban Computing, Spatio-Temporal Data Mining, Federated Learning | https://zhangjunbo.org/ |
| Jie Bao (鲍捷) | |||
| Hui Xiong (熊晖) | Management Science and Information Systems Department Rutgers, the State University of New Jersey | data mining algorithms from a data perspective. | http://datamining.rutgers.edu/ |
| Yanjie Fu (傅衍杰) | Learning Science Cluster, Department of Computer Science, College of Engineering and Computer Science, University of Central Florida | spatial-temporal graph learning, interactive reinforcement learning, deep outlier detection. | https://yanjiefu.com/ |
| Deyang Wang (汪澎洋) | State Key Laboratory of Internet of Things for Smart City, Department of Computer and Information Science, Faculty of Science and Technology, University of Macau | Geospatial-temporal data modeling | https://www.pengyangwang.com/ |
| Yongxin Tong (童咏昕) | - | ||
| Jieping Ye (叶杰平) | - | ||
| Yong Li (李勇) | |||
| Jingyuan Wang (王静远) | - | - | |
| Leye Wang (王乐业) | - | - | |
| Xindong Wu (吴信东) | - | ||
| Huawei Shen (沈华伟) | http://www.bigdatalab.ac.cn/~shenhuawei/ | ||
| Yingcai Wu (巫英才) | - | ||
| Liang Hong (洪亮) | - | ||
| Ying Long (龙瀛) | - | ||
| Yu Liu (刘瑜) | 时空大数据与社会感知研究组 | - | |
| Yanhua Li | https://users.wpi.edu/~yli15/index.html | ||
| Hao Peng | |||
| Zenghui Li | https://faculty.ist.psu.edu/jessieli/site/index.html | ||
| Huaiyu Wan (万怀宇) | |||
| Senzhang Wang (王森章) | |||
| Lingbo Liu (刘凌波) | |||
| Haifeng Li (李海峰) | |||
| Ling Zhao (赵凌) | |||
| Xiaolei Ma |
Applications:
- Crowd Flows Prediction
- Traffic Flow Forecasting
- Air Quality Prediction
- Estimating Travel Time
Architecture
- NAS
| WHAT | WHERE | WHO | AREA |
|---|---|---|---|
| ST-Norm: Spatial and Temporal Normalization for Multi-variate Time Series Forecasting | KDD | - | - |
| Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting | KDD | - | - |
| Dynamic and Multi-faceted Spatio-temporal Deep Learning for Traffic Speed Forecasting | KDD | - | - |
| Quantifying Uncertainty in Deep Spatiotemporal Forecasting. | KDD | - | - |
| A Transformer-based Framework for Multivariate Time Series Representation Learning | KDD | - | - |
| AutoSTG: Neural Architecture Search for Predictions of Spatio-Temporal Graphs | WWW | - | - |
| WHAT | WHERE | WHO | AREA |
|---|---|---|---|
| Predicting Citywide Crowd Flows in Irregular Regions Using Multi-View Graph Convolutional Networks | TKDE | - | Crowd Flows Prediction |
| AutoST: Efficient Neural Architecture Search for Spatio-Temporal Prediction | KDD | - | NAS |
| WHAT | WHERE | WHO | AREA |
|---|---|---|---|
| Flow Prediction in Spatio-Temporal Networks Based on Multitask Deep Learning | TKDE | - | Crowd Flows Prediction |
| WHAT | WHERE | WHO | AREA |
|---|---|---|---|
| Predicting citywide crowd flows using deep spatio-temporal residual networks | AI Journal | Junbo Zhang | Crowd Flows Prediction |
| Deep Distributed Fusion Network for Air Quality Prediction | KDD | Air Quality Prediction | |
| When Will You Arrive Estimating Travel Time Based on Deep Neural Networks | AAAI | - | Estimating Travel Time |
| WHAT | WHERE | WHO | AREA |
|---|---|---|---|
| Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction | AAAI | Junbo Zhang, Yu Zheng | Crowd Flows Prediction |
| WHAT | WHERE | WHO | AREA |
|---|---|---|---|
| DNN-Based Prediction Model for Spatial-Temporal Data | ACM SIGSPATIAL | Junbo Zhang, Yu Zheng | - |
| Researcher | Affiliated unit | Interests | Homepage |
|---|---|---|---|
| Hui Xiong | - | ||
| Jiawei Han (韩家炜) | https://link.zhihu.com/?target=http%3A//www.cs.uiuc.edu/~hanj/ |