Affiliation of Author(s):武汉大学遥感信息工程学院
Journal:Future Generation Computer Systems
Place of Publication:Nerthlands
Key Words:Multi-scale spatial clustering; Scale dependence; Aggregation pattern; Noise curve; Visual cognition
Abstract:Spatial clustering is a widely used data mining method for discovery of spatial aggregation pattern. However, existing methods often neglect scale dependence, impeding the full recognition of point patterns and the detection of hierarchical spatial structures. Spatial clustering is scale dependent and linked to the size of analysis unit as well as the hierarchy of visual cognition. Therefore, this paper proposes a novel multi-scale grid clustering (MSGC) algorithm, which fuses dual scale factors, i.e., analytical scale and visual scale that sequentially integrates multi-analytical-scale cluste
Co-author:Peng, Dehua,Wu, Huayi,Long, Xi
First Author:Gui, Zhipeng
Indexed by:Journal paper
Document Code:10.1016/j.future.2020.06.053
Discipline:Engineering
First-Level Discipline:Surveying and Mapping
Document Type:J
Volume:112
Page Number:1038-1056
Translation or Not:no
Date of Publication:2020-06-29
Included Journals:SCI
Links to published journals:http://www.sciencedirect.com/science/article/pii/S0167739X20304830
Supervisor of Doctorate Candidates
Supervisor of Master's Candidates
School/Department:School of Remote Sensing and Information Engineering
Administrative Position:Deputy Dean of Geospatial Information Engineering
Education Level:研究生毕业
Business Address:Room 601, 6th Floor, Building No. 9, Information Campus, Wuhan University
Gender:Male
Contact Information:zhipeng.gui@whu.edu.cn
Alma Mater:Wuhan University
Discipline:Photogrammetry and Remote Sensing
Cartography and Geoinformation Engineering
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Honors and Titles
Outstanding Award, China Scientific and Technological Progress Award for Surveying and Mapping 2022
Second Award, China Scientific and Technological Progress Award for Surveying and Mapping 2021
Gold medal of the 6th teaching innovation competition of National College Teachers on self-made experimental teaching instrument and equipment (“Intelligent navigation software and hardware experime 2021
Nomination of Excellent Ph.D. Dissertation in Hubei Province 2012
The 7th ISPRS software Computer Assisted Teaching CONtest (CATCON) AWARD - 3rd Prize 2016
Outstanding Award, China Scientific and Technological Progress Award for Surveying and Mapping 2017
Luojia Young Scholar of Wuhan University 2016
Honor of Excellent Candlelight Engineering Instructor, Wuhan University 2016
Honor of the 5th Election of Excellent Teacher for Knowledge Impartment and Education Contribution, School of Remote Sensing and Information Engineering, Wuhan University 2021
Honor of the 4th Election of Excellent Teacher for Knowledge Impartment and Education Contribution, School of Remote Sensing and Information Engineering, Wuhan University 2020
Honor of the 2nd Election of Excellent Teacher for Knowledge Impartment and Education Contribution, School of Remote Sensing and Information Engineering, Wuhan University 2018
Best Reviewer Awards for journal IJDE, GSIS and etc. 2019
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