Spatial Statistics

Papers
(The TQCC of Spatial Statistics is 7. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-06-01 to 2026-06-01.)
ArticleCitations
A flexible class of priors for orthonormal matrices with basis function-specific structure89
A more accurate estimation with kernel machine for nonparametric spatial lag models86
Explicit modeling of density dependence in spatial capture-recapture models66
Capturing spatial dependence of COVID-19 case counts with cellphone mobility data48
Determination of the best weight matrix for the Generalized Space Time Autoregressive (GSTAR) model in the Covid-19 case on Java Island, Indonesia45
Bayesian geographically weighted regression using Fused Lasso prior38
Computationally efficient localised spatial smoothing of disease rates using anisotropic basis functions and penalised regression fitting35
Spatial linear discriminant analysis approaches for remote-sensing classification30
Functional random field data analysis using nonparametric 28
A simultaneous system of dynamic spatial stochastic frontier models with dependent error components and inefficiency determinants27
A random quantile approach for prior covariance estimation in Bayesian Maximum Entropy26
Estimating the growth rate of infection during the early phase of a pandemic like COVID-1925
Transfer learning for high dimensional spatial autoregressive model25
Geographically weighted Poisson–Tweedie model for count data24
Using neural networks to estimate parameters in spatial point process models23
Optimal prediction of positive-valued spatial processes: Asymmetric power-divergence loss23
Bayesian modeling and clustering for spatio-temporal areal data: An application to Italian unemployment22
Measuring unit relevance and stability in hierarchical spatio-temporal clustering22
Dynamic spatial regimes for spatial panel data22
Correlation-based hierarchical clustering of time series with spatial constraints20
Tests for isotropy in spatial point patterns – A comparison of statistical indices19
Derivative-based spatial mediation with INLA-SPDE19
Voronoi linkage between mismatching voting stations and census tracts in analyzing the 2018 Brazilian presidential election data19
Information criteria for matrix exponential spatial specifications18
Editorial: The impact of spatial statistics18
Attribute based spatial segmentation for optimising POI placement17
Spatiotemporal modeling of COVID-19 cases using human movement and activity index17
A spatial autoregressive graphical model17
Modeling lake conductivity in the contiguous United States using spatial indexing for big spatial data17
Fitting the grain orientation distribution of a polycrystalline material conditioned on a Laguerre tessellation16
Robust interaction detector: A case of road life expectancy analysis16
Modeling geostatistical incomplete spatially correlated survival data with applications to COVID-19 mortality in Ghana15
A marked sequential point process for disease surveillance: Modeling and optimization14
A log-additive neural model for spatio-temporal prediction of groundwater levels14
Dynamic ICAR Spatiotemporal Factor Models14
Sustainability of mining activities in the European Mediterranean region in terms of a spatial groundwater stress index14
Joint spatial modeling of mean and non-homogeneous variance combining semiparametric SAR and GAMLSS models for hedonic prices13
Spatial survival models based on Weibull random fields13
Analysis of the spatial distribution and future trends of coal mine accidents: A case study of coal mine accidents in China from 2005–202213
Directional spatial individual level models of infectious disease transmission13
Locally adaptive spatial quantile smoothing: Application to monitoring crime density in Tokyo12
Adaptive smoothing to identify spatial structure in global lake ecological processes using satellite remote sensing data12
Integrated deviance information criterion for spatial autoregressive models with heteroskedasticity12
Nonparametric isotropy test for spatial point processes using random rotations12
A generalized additive model (GAM) approach to principal component analysis of geographic data12
Design-based mapping of plant species presence, association, and richness by nearest-neighbour interpolation11
Flexible spatio-temporal Hawkes process models for earthquake occurrences11
Variograms for kriging and clustering of spatial functional data with phase variation11
A Poisson cokriging method for bivariate count data11
Regime-based precipitation modeling: A spatio-temporal approach11
Uncertain spatial autoregressive model with applications to regional economic analysis and regional air quality analysis11
Spatial Bayesian neural networks11
Spatiotemporal mapping and analysis of atypical COVID-19 outbreaks in Shijiazhuang City (China) using the synthetic SEIR-BME approach11
A simplified spatial+ approach to mitigate spatial confounding in multivariate spatial areal models11
Review of Sujit Sahu’s “Bayesian modeling of spatio-temporal data with R”11
Feasibility of Monte-Carlo maximum likelihood for fitting spatial log-Gaussian Cox processes11
Discriminant analysis of environmental data based on zero inflated spatial auto-beta models10
A criterion and incremental design construction for simultaneous kriging predictions10
Spatial robust fuzzy clustering of mixed data with electoral study10
Spatio-temporal mapping of stunting and wasting in Nigerian children: A bivariate mixture modeling9
On the importance of thinking locally for statistics and society9
Endemic–epidemic models to understand COVID-19 spatio-temporal evolution9
A spatio-temporal model for temporal evolution of spatial extremal dependence9
Probabilistic Context Neighborhood model for lattices9
Spatiotemporal dynamics of COVID-19 in Wuhan based on community notifications9
Spatio-temporal small area surveillance of the COVID-19 pandemic9
Mapping the short-term exposure–response relationships between environmental factors and health outcomes and identifying the causes of heterogeneity: A multivariate-conditional-meta-autoregression-bas9
Spatial and spatio-temporal cluster detection using stacking9
Clustered factor analysis for multivariate spatial data8
Using spatial ordinal patterns for non-parametric testing of spatial dependence8
Flexible modeling of multivariate spatial extremes8
Misspecification issues between competitive spatio-temporal cluster point processes8
Multivariate low-rank state–space model with SPDE approach for high-dimensional data8
Editorial: Spatio-temporal dynamics of Covid8
Spatially varying anisotropy for Gaussian random fields in three-dimensional space8
Which parameterization of the Matérn covariance function?7
An investigation of atmospheric temperature and pressure using an improved spatio-temporal Kriging model for sensing GNSS-derived precipitable water vapor7
Source reconstruction for spatio-temporal physical statistical models7
Nonparametric approaches for direct approximation of the spatial quantiles7
A Bayesian spatial–temporal model for predicting passengers occupancy at Beijing Metro7
Spatial kriging for replicated temporal point processes7
A parametric specification test for linear spatial autoregressive models7
Covariate-dependent spatio-temporal covariance models7
Bayesian spatio-temporal joint disease mapping of Covid-19 cases and deaths in local authorities of England7
Inference for stationary Log-Gaussian Cox point processes using Bayesian deep learning: Application to human oral microbiome image data7
A multivariate spatial and spatiotemporal ARCH Model7
Variable selection methods for Log-Gaussian Cox processes: A case-study on accident data7
Bayesian strategies for repulsive spatial point processes7
Geo-additive mixed model with variable selection using the adaptive elastic net to handle nonresponse in official rice productivity survey7
Bayesian disease mapping: Past, present, and future7
Reframing coverage estimation under line-strip sampling in the Monte Carlo integration framework7
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