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International Journal of Geographical Information Science Volume 33, 2019 - Issue 3
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Research Articles

A density-based approach for detecting network-constrained clusters in spatial point events

Min DengDepartment of Geo-informatics, Central South University, Changsha, ChinaView further author information
,
Xuexi YangDepartment of Geo-informatics, Central South University, Changsha, ChinaView further author information
,
Yan ShiDepartment of Geo-informatics, Central South University, Changsha, China;Collaborative Innovation Center of Geospatial Technology, Wuhan University, Wuhan, China;State Key Laboratory of Information Engineering in Surveying, Mapping & Remote Sensing, Wuhan University, Wuhan, ChinaCorrespondence[email protected]
ORCID Iconhttp://orcid.org/0000-0002-9136-9764View further author information
ORCID Icon,
Jianya GongCollaborative Innovation Center of Geospatial Technology, Wuhan University, Wuhan, China;State Key Laboratory of Information Engineering in Surveying, Mapping & Remote Sensing, Wuhan University, Wuhan, ChinaView further author information
,
Yang LiuDepartment of Geo-informatics, Central South University, Changsha, ChinaView further author information
&
Huimin LiuDepartment of Geo-informatics, Central South University, Changsha, ChinaView further author information
Pages 466-488 | Received 02 Mar 2018, Accepted 24 Oct 2018, Published online: 05 Nov 2018

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Yuhao Kang, Kunlin Wu, Song Gao, Ignavier Ng, Jinmeng Rao, Shan Ye, Fan Zhang & Teng Fei. (2022) STICC: a multivariate spatial clustering method for repeated geographic pattern discovery with consideration of spatial contiguity. International Journal of Geographical Information Science 36:8, pages 1518-1549.
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Yan Shi, Da Wang, Jianbo Tang, Min Deng, Huimin Liu & Baoju Liu. (2021) Detecting spatiotemporal extents of traffic congestion: a density-based moving object clustering approach. International Journal of Geographical Information Science 35:7, pages 1449-1473.
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Xinmeng Tu, Zhenjie Chen, Beibei Wang & Changqing Xu. (2020) Mining regional patterns of land use with adaptive adjacent criteria. Cartography and Geographic Information Science 47:5, pages 418-431.
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Articles from other publishers (13)

Tsz Nam Chan, Leong Hou U, Byron Choi, Jianliang Xu & Reynold Cheng. (2023) Kernel Density Visualization for Big Geospatial Data: Algorithms and Applications. Kernel Density Visualization for Big Geospatial Data: Algorithms and Applications.
Zidong Fang, Ci Song, Hua Shu, Jie Chen, Tianyu Liu, Xi Wang, Xiao Chen, Xiaorui Yan & Tao Pei. (2023) Length L‐function for network‐constrained point data. Transactions in GIS 27:2, pages 476-493.
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Shuquan Hong, Huiyuan Jiang, Shuang Cheng, Yuejun Huang & Chao Feng. (2023) A Study on the Policy Effects of the Establishment of Guangdong–Hong Kong–Macao Greater Bay Area on Logistics Efficiency. Sustainability 15:2, pages 1078.
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Xianyong Zhang, Hui Xiang & Rui Liu. (2022) Spatial pattern and influencing factors of intangible cultural heritage of music in Xiangxi, central China. Heritage Science 10:1.
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Tsz Nam Chan, Zhe Li, Leong Hou U, Jianliang Xu & Reynold Cheng. (2021) Fast augmentation algorithms for network kernel density visualization. Proceedings of the VLDB Endowment 14:9, pages 1503-1516.
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Zezheng Feng, Haotian Li, Wei Zeng, Shuang-Hua Yang & Huamin Qu. (2021) Topology Density Map for Urban Data Visualization and Analysis. IEEE Transactions on Visualization and Computer Graphics 27:2, pages 828-838.
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Feng Li, Wenzhong Shi & Hua Zhang. (2021) A Two-Phase Clustering Approach for Urban Hotspot Detection With Spatiotemporal and Network Constraints. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 3695-3705.
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Disheng Yi, Yusi Liu, Jiahui Qin & Jing Zhang. (2020) Identifying Urban Traveling Hotspots Using an Interaction-Based Spatio-Temporal Data Field and Trajectory Data: A Case Study within the Sixth Ring Road of Beijing. Sustainability 12:22, pages 9662.
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Tong Zhou, Xintao Liu, Zhen Qian, Haoxuan Chen & Fei Tao. (2019) Dynamic Update and Monitoring of AOI Entrance via Spatiotemporal Clustering of Drop-Off Points. Sustainability 11:23, pages 6870.
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Vanha Tran, Lizhen Wang & Hongmei Chen. (2019) A Spatial Co-location Pattern Mining Algorithm Without Distance Thresholds. A Spatial Co-location Pattern Mining Algorithm Without Distance Thresholds.
Xingxing Zhou, Haiping Zhang, Genlin Ji & Guo-An Tang. (2019) Algorithm for Mining Network-Constrained Movement Patterns between Zones from Spatiotemporal OD Flows. Algorithm for Mining Network-Constrained Movement Patterns between Zones from Spatiotemporal OD Flows.
Xiaolin Jia, Bifeng Hu, Ben P. Marchant, Lianqing Zhou, Zhou Shi & Youwei Zhu. (2019) A methodological framework for identifying potential sources of soil heavy metal pollution based on machine learning: A case study in the Yangtze Delta, China. Environmental Pollution 250, pages 601-609.
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Tianfu Wang, Chang Ren, Yun Luo & Jing Tian. (2019) NS-DBSCAN: A Density-Based Clustering Algorithm in Network Space. ISPRS International Journal of Geo-Information 8:5, pages 218.
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