Generalized geographically and temporally weighted regression
被引:0
作者:
Yu, Hanchen
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Univ, Sch Management Sci & Real Estate, Chongqing, Peoples R ChinaChongqing Univ, Sch Management Sci & Real Estate, Chongqing, Peoples R China
Yu, Hanchen
[1
]
机构:
[1] Chongqing Univ, Sch Management Sci & Real Estate, Chongqing, Peoples R China
Geographically and temporally weighted;
regression;
Generalized linear model;
Spatiotemporal non-stationarity;
D O I:
10.1016/j.compenvurbsys.2024.102244
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
This paper proposes Generalized Geographically and Temporally Weighted Regression (GGTWR) to address the limitations of Geographically and Temporally Weighted Regression (GTWR). The proposed GGTWR framework encompasses various generalized linear models, e.g. Poisson regression, negative binomial regression, and other models of the exponential distribution family. The paper also shows the classic GTWR bandwidth search algorithm is not suitable for GGTWR and proposes a new bandwidth search algorithm for GGTWR. Several simulation experiments are used to prove that GGTWR can effectively capture spatiotemporal non-stationary. The GGTWR framework enables the estimation of varying regression coefficients that capture spatial and temporal heterogeneity for generalized linear relationships, providing a comprehensive understanding of how predictor variables influence the response variable across different locations and time periods. An application to interprovincial population migration in China using 2005-2020 census data demonstrates the interpretability of the GGTWR framework. GGTWR provides a flexible modeling approach that more accurately explains real-world phenomena.
机构:
Chongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
Pu, Haixia
Kang, Wenwen
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
Kang, Wenwen
Gao, Wenying
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
Gao, Wenying
Wang, Shaobin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
Wang, Shaobin
Wu, Rongwei
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
Wu, Rongwei
Ren, Zhoupeng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
机构:
Peoples Publ Secur Univ China, Grad Sch, Beijing 100062, Peoples R ChinaPeoples Publ Secur Univ China, Grad Sch, Beijing 100062, Peoples R China
Gu, Xun
Dai, Shuai
论文数: 0引用数: 0
h-index: 0
机构:
Minist Publ Secur, Policy Planning Res Off, Rd Traff Safety Res Ctr, Beijing, Peoples R ChinaPeoples Publ Secur Univ China, Grad Sch, Beijing 100062, Peoples R China
机构:
Chongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
Pu, Haixia
Kang, Wenwen
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
Kang, Wenwen
Gao, Wenying
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
Gao, Wenying
Wang, Shaobin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
Wang, Shaobin
Wu, Rongwei
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
Wu, Rongwei
Ren, Zhoupeng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing, Peoples R ChinaChongqing Technol & Business Univ, Sch Publ Adm, Chongqing, Peoples R China
机构:
Peoples Publ Secur Univ China, Grad Sch, Beijing 100062, Peoples R ChinaPeoples Publ Secur Univ China, Grad Sch, Beijing 100062, Peoples R China
Gu, Xun
Dai, Shuai
论文数: 0引用数: 0
h-index: 0
机构:
Minist Publ Secur, Policy Planning Res Off, Rd Traff Safety Res Ctr, Beijing, Peoples R ChinaPeoples Publ Secur Univ China, Grad Sch, Beijing 100062, Peoples R China