Guanpeng Dong

Guanpeng Dong


Research Focus & Metrics

Academic Career Length

8Years (2019-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

View All Publications
9 January 2022 in Geographical Analysis
Verified
Journal Article
Open access
PDF file
Alexis ComberAlexis Comber
Alexis Comber
CBChristopher Brunsdon
Christopher Brunsdon
MCMartin Charlton
Martin Charlton
GDGuanpeng Dong
Guanpeng Dong
RHRichard Harris
Richard Harris
Paul HarrisPaul Harris
Paul Harris
Geographically Weighted Regression (GWR) is increasingly used in spatial analyses of social and environmental data. It allows spatial heterogeneities in processes and relationships to be investigated through a series of local regression models rather than a single global one. Standard GWR assumes that relationships between the response and predictor variables operate at the same spatial scale, which is frequently not the case. To address this, several GWR variants have been proposed. This paper describes a route map to decide whether to use a GWR model or not, and if so which of three core variants to apply: a standard GWR, a mixed GWR or a multiscale GWR (MS‐GWR). The route map comprises 3 primary steps that should always be undertaken: (1) a basic linear regression, (2) a MS‐GWR, and (3) investigations of the results of these in order to decide whether to use a GWR approach, and if so for determining the appropriate GWR variant. The paper also highlights the importance of investigating a number of secondary issues at global and local scales including collinearity, the influence of outliers, and dependent error terms. Code and data for the case study used to illustrate the route map are provided.

14 August 2019 in Population, Space and Place
Verified
Journal Article
Closed access
PDF file
YDYunxiao Dang
Yunxiao Dang
YCYu Chen
Yu Chen
GDGuanpeng Dong
Guanpeng Dong

18 June 2024 in GIScience & Remote Sensing
Verified
Journal Article
Open access
XMXiaoyu Meng
Xiaoyu Meng
SLShengyu Li
Shengyu Li
KAKhaulenbek Akhmadi
Khaulenbek Akhmadi
PHPanxing He
Panxing He
GDGuanpeng Dong
Guanpeng Dong

9 October 2023 in International Journal of Geographical Information Science
Verified
Journal Article
Open access
HZHang Zhang
Hang Zhang
GDGuanpeng Dong
Guanpeng Dong
Jinfeng WangJinfeng Wang
Jinfeng Wang
TZTong-Lin Zhang
Tong-Lin Zhang
XMXiaoyu Meng
Xiaoyu Meng
Binbin LuBinbin Lu
Binbin Lu

16 December 2022 in SoftwareX
Verified
Journal Article
Open access
BLBinbin Lu
Binbin Lu
YHYigong Hu
Yigong Hu
DYDongyang Yang
Dongyang Yang
YLYong Liu
Yong Liu
LLLiuqi Liao
Liuqi Liao
GDGuanpeng Dong
Guanpeng Dong

12 June 2023 in Environmental Research
Verified
Journal Article
Closed access
XLXiang Li
Xiang Li
JMJing Ma
Jing Ma
YCYang Cheng
Yang Cheng
LFLing Feng
Ling Feng
SWShaoshuai Wang
Shaoshuai Wang
GDGuanpeng Dong
Guanpeng Dong