Research
Working papers
Distilling symbolic models from mobility data
Hao Guo*, Weiyu Zhang*, Junjie Yang, Yuanqiao Hou, Lei Dong, Yu Liu
Tackling spatial heterogeneity in geographical analysis: An overview (空间异质性建模方法)
Hao Guo, Lei Dong, Lun Wu, Yu Liu
Leading author publications
[5] Extending regionalization algorithms to explore spatial process heterogeneity
Hao Guo, Andre Python, Yu Liu
International Journal of Geographical Information Science, 2023. [arXiv] [code] [exposition] [errata]
[1] Understanding China’s urban system evolution from web search index data
Hao Guo*, Weiyu Zhang*, Haode Du*, Chaogui Kang, Yu Liu
EPJ Data Science, 2022. [code] [exposition]
Other publications
[8] A multi-view graph neural network for building age prediction
Yi Wang*, Yizhi Zhang*, Quanhua Dong, Hao Guo, Yingchun Tao, Fan Zhang
ISPRS Journal of Photogrammetry and Remote Sensing, 2024.
[7] Downscaling spatial interaction with socioeconomic attributes
Chengling Tang, Lei Dong, Hao Guo, Xuechen Wang, Xiao-Jian Chen, Quanhua Dong, Yu Liu
EPJ Data Science, 2024. [code]
[6] Constructing topology-constraint distance cartograms with application on spatial interaction data
Tianyou Cheng, Hao Guo, Xiao-Jian Chen, Quanhua Dong, Chaogui Kang, Yu Liu
Transactions in GIS, 2024. [code]
[4] Quantifying spatially-varying impacts of public transport on NO2 concentrations with big geo-data
Han Wang, Xiao Zhou, Hao Guo, Quanhua Dong, Zhou Huang
Environmental Monitoring and Assessment, 2023.
[3] On spatial effects in geographical analysis (地理分析中的空间效应)
Yu Liu, Keli Wang, Xiaoyue Xing, Hao Guo, Weiyu Zhang, et al.
Acta Geographica Sinica (地理学报), 2023.
[2] A note on GeoAI from the perspective of geographical laws (从地理规律到地理空间人工智能)
Yu Liu, Hao Guo, Haifeng Li, Weihua Dong, Tao Pei
Acta Geodaetica et Cartographica Sinica (测绘学报), 2022.
Presentations
[3] 顾及空间异质性的地理回归方法 (in Chinese, with Prof. Yu Liu). 中国地理学会地理模型与地理信息分析专业委员会2024年学术年会, 北京, 2024.8.
[2] Distilling geographic laws from human mobility data. Urban Data, Science and Technology Workshop (Doctoral student presentation), Tsinghua University, Beijing, 2024.6.
[1] 一种面向知识提取的空间聚类与分区域回归框架 (in Chinese, with Prof. Yu Liu). 第十七届中国地理信息科学理论与方法年会, 杭州, 2021.10.