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International Journal of Geographical Information Science Volume 35, 2021 - Issue 12: Spatial Social Networks in GIScience
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Research Articles

Prediction of human activity intensity using the interactions in physical and social spaces through graph convolutional networks

Mingxiao Lia Guangdong Key Laboratory of Urban Informatics, Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ), Shenzhen Key Laboratory of Spatial Information Smart Sensing and Services, and Research Institute of Smart Cities, Shenzhen University, ShenzhenChina;b State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, BeijingChina;c Geospatial Data Science Lab, Department of Geography, University of Wisconsin-Madison, Madison, WIUSAORCID Iconhttps://orcid.org/0000-0003-0779-4432View further author information
ORCID Icon,
Song Gaoc Geospatial Data Science Lab, Department of Geography, University of Wisconsin-Madison, Madison, WIUSACorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0003-4359-6302View further author information
ORCID Icon,
Feng Lub State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, BeijingChina;d The Academy of Digital China, Fuzhou University, FuzhouChina;e Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, NanjingChinaView further author information
,
Kang Liub State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, BeijingChina;f Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, ShenzhenChinaView further author information
,
Hengcai Zhangb State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, BeijingChinaORCID Iconhttps://orcid.org/0000-0002-5004-9609View further author information
ORCID Icon &
Wei Tua Guangdong Key Laboratory of Urban Informatics, Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ), Shenzhen Key Laboratory of Spatial Information Smart Sensing and Services, and Research Institute of Smart Cities, Shenzhen University, ShenzhenChinaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-0255-4037View further author information
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Pages 2489-2516 | Received 10 Feb 2020, Accepted 23 Mar 2021, Published online: 20 Apr 2021

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Chanwoo Jin, Sohyun Park, Hui Jeong Ha, Jinhyung Lee, Junghwan Kim, Johan Hutchenreuther & Atsushi Nara. (2023) Predicting households’ residential mobility trajectories with geographically localized interpretable model-agnostic explanation (GLIME). International Journal of Geographical Information Science 37:12, pages 2597-2619.
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Stefano De Sabbata & Pengyuan Liu. (2023) A graph neural network framework for spatial geodemographic classification. International Journal of Geographical Information Science 37:12, pages 2464-2486.
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Min Deng, Kaiqi Chen, Kaiyuan Lei, Yuanfang Chen & Yan Shi. (2023) MVCV-Traffic: multiview road traffic state estimation via cross-view learning. International Journal of Geographical Information Science 37:10, pages 2205-2237.
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Jing Li, Haiyan Liu, Jia Li, Xiaohui Chen & Zekun Tao. (2023) A knowledge-based approach for estimating the distribution of urban mixed land use. International Journal of Digital Earth 16:1, pages 965-987.
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Peixiao Wang, Yan Zhang, Tao Hu & Tong Zhang. (2023) Urban traffic flow prediction: a dynamic temporal graph network considering missing values. International Journal of Geographical Information Science 37:4, pages 885-912.
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Peixiao Wang, Tong Zhang, Yueming Zheng & Tao Hu. (2022) A multi-view bidirectional spatiotemporal graph network for urban traffic flow imputation. International Journal of Geographical Information Science 36:6, pages 1231-1257.
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Xinyue Ye & Clio Andris. (2021) Spatial social networks in geographic information science. International Journal of Geographical Information Science 35:12, pages 2375-2379.
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Articles from other publishers (8)

Yi Wang, Changfeng Jing, Wei Huang, Shiyuan Jin & Xinxin Lv. (2023) Adaptive Spatiotemporal InceptionNet for Traffic Flow Forecasting. IEEE Transactions on Intelligent Transportation Systems 24:4, pages 3882-3907.
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Yi Wang & Di Zhu. (2022) SHGCN. SHGCN.
Mingxiao Li, Song Gao, Peiyuan Qiu, Wei Tu, Feng Lu, Tianhong Zhao & Qingquan Li. (2022) Fine-grained crowd distribution forecasting with multi-order spatial interactions using mobile phone data. Transportation Research Part C: Emerging Technologies 144, pages 103908.
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Haoran Wang, Haiping Zhang, Guoan Tang, Lei Zhou & Shangjing Jiang. (2022) Inter‐city association pattern recognition by constructing cultural semantic similarity network. Transactions in GIS 26:5, pages 2225-2243.
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Pengyuan Liu & Filip Biljecki. (2022) A review of spatially-explicit GeoAI applications in Urban Geography. International Journal of Applied Earth Observation and Geoinformation 112, pages 102936.
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Mingxiao Li, Wei Tu & Feng Lu. (2022) Sensing the Nighttime Economy–Housing Imbalance from a Mobile Phone Data Perspective: A Case Study in Shanghai. Remote Sensing 14:12, pages 2738.
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Huafei Yu, Tinghua Ai, Min Yang, Lina Huang & Jiaming Yuan. (2022) A recognition method for drainage patterns using a graph convolutional network. International Journal of Applied Earth Observation and Geoinformation 107, pages 102696.
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Anant Bhatt & Amit Ganatra. (2022) Weapon operating pose detection and suspicious human activity classification using skeleton graphs. Mathematical Biosciences and Engineering 20:2, pages 2669-2690.
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