Spatially varying coefficient models using reduced-rank thin-plate splines
YT Fan, HC Huang - Spatial Statistics, 2022 - Elsevier
Spatially varying coefficient (SVC) regression models are concerned about regression for
spatial data, where regression coefficients may vary in space. This paper proposes a new …
spatial data, where regression coefficients may vary in space. This paper proposes a new …
Quantile regression for partially linear varying coefficient spatial autoregressive models
X Dai, S Li, L Jin, M Tian - Communications in Statistics-Simulation …, 2024 - Taylor & Francis
This article considers the quantile regression approach for partially linear spatial
autoregressive models with possibly varying coefficients. B-spline is employed for the …
autoregressive models with possibly varying coefficients. B-spline is employed for the …
Spatially clustered varying coefficient model
In various applications with large spatial regions, the relationship between the response
variable and the covariates is expected to exhibit complex spatial patterns. We propose a …
variable and the covariates is expected to exhibit complex spatial patterns. We propose a …
Transfer learning for semiparametric varying coefficient spatial autoregressive models
X Chen, Y Song - Statistical Papers, 2025 - Springer
Transfer learning is widely recognized for its effectiveness in leveraging external information
to enhance the learning performance and predictive accuracy of target domain models …
to enhance the learning performance and predictive accuracy of target domain models …
Robust variable selection with exponential squared loss for the partially linear varying coefficient spatial autoregressive model
J Yu, Y Song, J Du - Environmental and Ecological Statistics, 2024 - Springer
The partially linear varying coefficient spatial autoregressive model is a semi-parametric
spatial autoregressive model in which the coefficients of some explanatory variables are …
spatial autoregressive model in which the coefficients of some explanatory variables are …
Local Walsh-average regression for spatial autoregression single index varying coefficient models
W Yang, Y Song - Communications in Statistics-Theory and …, 2024 - Taylor & Francis
In real life, a large number of variables are spatially correlated in adjacent regions in various
fields, such as finance, sociology, ecology, and geographic information systems. And the …
fields, such as finance, sociology, ecology, and geographic information systems. And the …
[图书][B] Studies on semi-parametric varying coefficient models
L Jin - 2022 - search.proquest.com
In many economic and geographic studies, we may have spatially referenced covariates
providing information about the spatial distribution that impacts the response variable. The …
providing information about the spatial distribution that impacts the response variable. The …