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Yiqun Xie

University of Maryland

STORM-GAN: Spatio-Temporal Meta-GAN for Cross-City Estimation of Human Mobility Responses to COVID-19


Jan 20, 2023
Han Bao, Xun Zhou, Yiqun Xie, Yanhua Li, Xiaowei Jia

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* Accepted at the 22nd IEEE International Conference on Data Mining (ICDM 2022) Full Paper 

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Eco-PiNN: A Physics-informed Neural Network for Eco-toll Estimation


Jan 19, 2023
Yan Li, Mingzhou Yang, Matthew Eagon, Majid Farhadloo, Yiqun Xie, William F. Northrop, Shashi Shekhar

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* Full version of the paper accepted for the SDM23 conference; Yan Li and Mingzhou Yang contributed equally to this paper 

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Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability


Dec 10, 2022
Zhexiong Liu, Licheng Liu, Yiqun Xie, Zhenong Jin, Xiaowei Jia

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* In the Thirty-Seventh AAAI Conference on Artificial Intelligence, February 2023 

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Modeling Reservoir Release Using Pseudo-Prospective Learning and Physical Simulations to Predict Water Temperature


Feb 11, 2022
Xiaowei Jia, Shengyu Chen, Yiqun Xie, Haoyu Yang, Alison Appling, Samantha Oliver, Zhe Jiang

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Statistically-Robust Clustering Techniques for Mapping Spatial Hotspots: A Survey


Mar 22, 2021
Yiqun Xie, Shashi Shekhar, Yan Li

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* 36 pages, 5 figures, submitted to ACM Computing Surveys 

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Towards Spatial Variability Aware Deep Neural Networks (SVANN): A Summary of Results


Nov 17, 2020
Jayant Gupta, Yiqun Xie, Shashi Shekhar

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* Accepted in 1st ACM SIGKDD Workshop on Deep Learning for Spatiotemporal Data, Applications, and Systems (Deepspatial 2020), San Diego, CA, August 24, 2020 

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