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Annals of GIS Volume 26, 2020 - Issue 3: Advances in Geospatial Analysis for Health Research
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Research Article

Spatiotemporally Varying Coefficients (STVC) model: a Bayesian local regression to detect spatial and temporal nonstationarity in variables relationships

Chao Songa State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation, School of Geoscience and Technology, Southwest Petroleum University, Chengdu, Sichuan, China;b Department of Geography, Dartmouth College, Hanover, NH, US;c State Key Laboratory of Resources and Environmental Information System (LREIS), Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, ChinaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0003-2099-755XView further author information
ORCID Icon,
Xun Shib Department of Geography, Dartmouth College, Hanover, NH, USCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-7169-5175View further author information
ORCID Icon &
Jinfeng Wangc State Key Laboratory of Resources and Environmental Information System (LREIS), Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, China;d University of Chinese Academy of Sciences, BeijingChinaView further author information
Pages 277-291 | Received 30 Sep 2019, Accepted 09 Jun 2020, Published online: 08 Aug 2020

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Jinqu Zhang, Donglin Wu, A-Xing Zhu & Yunqiang Zhu. (2023) Modelling urban expansion with cellular automata supported by urban growth intensity over time. Annals of GIS 29:3, pages 337-353.
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Junfeng Kang, Xingyu Guo, Lei Fang, Xiangrong Wang & Zhengqiu Fan. (2022) Integration of Internet search data to predict tourism trends using spatial-temporal XGBoost composite model. International Journal of Geographical Information Science 36:2, pages 236-252.
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Bertho Tantular, Budi Nurani Ruchjana, Yudhie Andriyana & Anneleen Verhasselt. (2023) Quantile Regression in Space-Time Varying Coefficient Model of Upper Respiratory Tract Infections Data. Mathematics 11:4, pages 855.
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R. Pavithra, S. Bhuvaneshwari, K. Prakash, R. Jegankumar & G. Mathan. 2023. Sustainable Health Through Food, Nutrition, and Lifestyle. Sustainable Health Through Food, Nutrition, and Lifestyle 45 69 .
Qin Wan, Zhangying Tang, Jay Pan, Mingyu Xie, Shaobin Wang, Hao Yin, Junming Li, Xin Liu, Yang Yang & Chao Song. (2022) Spatiotemporal heterogeneity in associations of national population ageing with socioeconomic and environmental factors at the global scale. Journal of Cleaner Production 373, pages 133781.
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I. Gede Nyoman Mindra Jaya & Henk Folmer. (2022) Spatiotemporal high-resolution prediction and mapping: methodology and application to dengue disease. Journal of Geographical Systems 24:4, pages 527-581.
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Chao Song, Hao Yin, Xun Shi, Mingyu Xie, Shujuan Yang, Junmin Zhou, Xiuli Wang, Zhangying Tang, Yili Yang & Jay Pan. (2022) Spatiotemporal disparities in regional public risk perception of COVID-19 using Bayesian Spatiotemporally Varying Coefficients (STVC) series models across Chinese cities. International Journal of Disaster Risk Reduction 77, pages 103078.
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Peng-Tao Guo, A-Xing Zhu, Zheng-Zao Cha, Mao-Fen Li & Wei Luo. (2022) A local model based on environmental variables clustering for estimating foliar phosphorus of rubber trees with vis-NIR spectroscopic data. Heliyon 8:6, pages e09795.
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Xu Zhang, Chao Song, Chengwu Wang, Yili Yang, Zhoupeng Ren, Mingyu Xie, Zhangying Tang & Honghu Tang. (2021) Socioeconomic and Environmental Impacts on Regional Tourism across Chinese Cities: A Spatiotemporal Heterogeneous Perspective. ISPRS International Journal of Geo-Information 10:6, pages 410.
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Fei Guo, Jingjia Zhang, A-xing Zhu, Zhuo Zhang & Hong Zhang. (2021) An Assimilation Simulation Approach for the Suspended Sediment Concentration in Inland Lakes Using a Hybrid Perturbation Generation Method. Water Resources Management 35:6, pages 2007-2022.
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Jin-Wei Yan, Fei Tao, Shuai-Qian Zhang, Shuang Lin & Tong Zhou. (2021) Spatiotemporal Distribution Characteristics and Driving Forces of PM2.5 in Three Urban Agglomerations of the Yangtze River Economic Belt. International Journal of Environmental Research and Public Health 18:5, pages 2222.
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Jaehyeong Cho, Seng Chan You, Seongwon Lee, DongSu Park, Bumhee Park, George Hripcsak & Rae Woong Park. (2020) Application of Epidemiological Geographic Information System: An Open-Source Spatial Analysis Tool Based on the OMOP Common Data Model. International Journal of Environmental Research and Public Health 17:21, pages 7824.
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Chao Song, Yaode Wang, Xiu Yang, Yili Yang, Zhangying Tang, Xiuli Wang & Jay Pan. (2020) Spatial and Temporal Impacts of Socioeconomic and Environmental Factors on Healthcare Resources: A County-Level Bayesian Local Spatiotemporal Regression Modeling Study of Hospital Beds in Southwest China. International Journal of Environmental Research and Public Health 17:16, pages 5890.
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