Comparison of Approaches for Urban Functional Zones Classification Based on Multi-Source Geospatial Data: A Case Study in Yuzhong District, Chongqing, China
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- Xianyuan Zhan & Satish Ukkusuri & Feng Zhu, 2014. "Inferring Urban Land Use Using Large-Scale Social Media Check-in Data," Networks and Spatial Economics, Springer, vol. 14(3), pages 647-667, December.
- Yu Liu & Xi Liu & Song Gao & Li Gong & Chaogui Kang & Ye Zhi & Guanghua Chi & Li Shi, 2015. "Social Sensing: A New Approach to Understanding Our Socioeconomic Environments," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 105(3), pages 512-530, May.
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- Xiyuan Ren & ChengHe Guan & De Wang & Junyan Yang & Bo Zhang & Michael Keith, 2022. "Exploring land use functional variance using mobile phone derived human activity data in Shanghai," Environment and Planning B, , vol. 49(9), pages 2531-2547, November.
- Guowei Luo & Jiayuan Ye & Jinfeng Wang & Yi Wei, 2023. "Urban Functional Zone Classification Based on POI Data and Machine Learning," Sustainability, MDPI, vol. 15(5), pages 1-18, March.
- Xin Yang & Shuaishuai Bo & Zhaojie Zhang, 2023. "Classifying Urban Functional Zones Based on Modeling POIs by Deepwalk," Sustainability, MDPI, vol. 15(10), pages 1-13, May.
- Tai Zhang & Bin Wang & Yisong Ge & Chengzhi Li, 2022. "Research on Green Space Service Space Based on Crowd Aggregation and Activity Characteristics under Big Data—Take Tacheng City as an Example," IJERPH, MDPI, vol. 19(22), pages 1-15, November.
- Jiyun Lee & Donghyun Kim & Jina Park, 2022. "A Machine Learning and Computer Vision Study of the Environmental Characteristics of Streetscapes That Affect Pedestrian Satisfaction," Sustainability, MDPI, vol. 14(9), pages 1-21, May.
- Zonghao Hou & Juan Zhang & Mingyuan Zhang & Gang Li, 2023. "Hospital-system functionality quantification based on supply–demand relationship under earthquake," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 116(1), pages 213-234, March.
- Yunfeng Hu & Yueqi Han, 2019. "Identification of Urban Functional Areas Based on POI Data: A Case Study of the Guangzhou Economic and Technological Development Zone," Sustainability, MDPI, vol. 11(5), pages 1-15, March.
- Jiawang Zhang & Jianguo Wang & Jingmei Tao & Siqi Tang & Wutao Zhao, 2022. "Integrated Zoning Protection of Urban Remains from Perspective of Sustainable Development—A Case Study of Changchun," Sustainability, MDPI, vol. 14(10), pages 1-20, May.
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Keywords
urban functional zones classification; Yuzhong district; XGBoost; multi-source geospatial data;All these keywords.
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