Spatial Statistics

Article	Citations
A K-function for inhomogeneous random measures with geometric featu	50
A Bayesian nonparametric spatial model with covariate-dependent joint weights	46
Compositionally-warped additive mixed modeling for a wide variety of non-Gaussian spatial data	44
Spherical Poisson point process intensity function modeling and estimation with measure transport	43
Graph convolutional networks for spatial interpolation of correlated data	42
Spatial linear discriminant analysis approaches for remote-sensing classification	36
Data-driven modeling of wildfire spread with stochastic cellular automata and latent spatio-temporal dynamics	31
Computationally efficient localised spatial smoothing of disease rates using anisotropic basis functions and penalised regression fitting	28
A criterion and incremental design construction for simultaneous kriging predictions	26
Nearly Ds-optimal assigned location design for a linear model with spatially varying coefficients	26
Spatio-temporal small area surveillance of the COVID-19 pandemic	25
Mapping the short-term exposure–response relationships between environmental factors and health outcomes and identifying the causes of heterogeneity: A multivariate-conditional-meta-autoregression-bas	22
A new class of α-transformations for the spatial analysis of Compo	22
Discriminant analysis of environmental data based on zero inflated spatial auto-beta models	20
Bivariate Matérn covariances with cross-dimple for modeling coregionalized variables	20
A mixed sampling strategy for partially geo-referenced finite populations	17
Developments in statistical inference when assessing spatiotemporal disease clustering with the tau statistic	17
A multi-site stochastic weather generator for high-frequency precipitation using censored skew-symmetric distribution	17
Deformed SPDE models with an application to spatial modeling of significant wave height	16
Endemic–epidemic models to understand COVID-19 spatio-temporal evolution	16
Population-weighted exposure to air pollution and COVID-19 incidence in Germany	16
Capturing spatial dependence of COVID-19 case counts with cellphone mobility data	16
Generalised hyperbolic state space models with application to spatio-temporal heat wave prediction	13
Neural likelihood surfaces for spatial processes with computationally intensive or intractable likelihoods	13
Analytical simulation methodology for nonlinear spatiotemporal models: Spatial salience in Covid-19 contagion	13

Automatic cross-validation in structured models: Is it time to leave out leave-one-out?	11
Spatial non-stationarity test of regression relationships in the multiscale geographically weighted regression model	11
Constructing large nonstationary spatio-temporal covariance models via compositional warpings	10
Copula-based multiple indicator kriging for non-Gaussian random fields	10
Spatio-temporal mapping of stunting and wasting in Nigerian children: A bivariate mixture modeling	10
A more accurate estimation with kernel machine for nonparametric spatial lag models	10
Surface time series models for large spatio-temporal datasets	9
Imputed spatial data: Cautions arising from response and covariate imputation measurement error	9
TheF-family of covariance functions: A Matérn	9
Determination of the best weight matrix for the Generalized Space Time Autoregressive (GSTAR) model in the Covid-19 case on Java Island, Indonesia	9
A two-stage Cox process model with spatial and nonspatial covariates	9
Spatio-temporal modelling of COVID-19 incident cases using Richards’ curve: An application to the Italian regions	9
Semi-parametric resampling with extremes	9
On the importance of thinking locally for statistics and society	8
A Poisson cokriging method for bivariate count data	8
Spatial robust fuzzy clustering of COVID 19 time series based on B-splines	8
Deep graphical regression for jointly moderate and extreme Australian wildfires	8
Testing global and local dependence of point patterns on covariates in parametric models	8
A deep learning synthetic likelihood approximation of a non-stationary spatial model for extreme streamflow forecasting	8
Estimating confidence intervals for spatial hierarchical mixed-effects models with post-stratification	8
Bayesian surface regression versus spatial spectral nonparametric curve regression	8
A flexible likelihood-based neural network extension of the classic spatio-temporal model	8
Feasibility of Monte-Carlo maximum likelihood for fitting spatial log-Gaussian Cox processes	8
Comparing eight remotely sensed sea surface temperature products and Bayesian maximum entropy-based data fusion products	7
Quasi-likelihood for multivariate spatial point processes with semiparametric intensity functions	7
Ordered conditional approximation of Potts models	7
Bayesian modeling and clustering for spatio-temporal areal data: An application to Italian unemployment	7
Spatial modeling for the distribution of species in plant communities	7
A spatio-temporal model for temporal evolution of spatial extremal dependence	7
Object oriented spatial analysis of natural concentration levels of chemical species in regional-scale aquifers	7
Maximum likelihood estimation of spatially varying coefficient models for large data with an application to real estate price prediction	7
Spatial statistics and stochastic partial differential equations: A mechanistic viewpoint	7
A flexible class of priors for orthonormal matrices with basis function-specific structure	7
Geostatistical prediction through convex combination of Archimedean copulas	7
Quantifying the small-area spatio-temporal dynamics of the Covid-19 pandemic in Scotland during a period with limited testing capacity	6
Impacts of spatial imputation on location-allocation problem solutions	6
Robust second-order stationary spatial blind source separation using generalized sign matrices	6
Copula-Based Data-Driven Multiple-Point Simulation Method	6
An investigation of atmospheric temperature and pressure using an improved spatio-temporal Kriging model for sensing GNSS-derived precipitable water vapor	6
SciKit-GStat Uncertainty: A software extension to cope with uncertain geostatistical estimates	6
A parametric specification test for linear spatial autoregressive models	6
Effects of geographically stratified random sampling initial solutions on solving a continuous surface p-median location problem using the ALTERN heuristic	6
Spatially varying anisotropy for Gaussian random fields in three-dimensional space	6
Mesoscopic laddering in consumer behaviour: Analysing the modalities of consumption on a micro-individual scale in the Meeting, Incentive, Conference, Exhibitions (MICE) sector	6
General spatial model meets adaptive shrinkage generalized moment estimation: Simultaneous model and moment selection	6
A zero-dose vulnerability index for equity assessment and spatial prioritization in low- and middle-income countries	6
A convolution type model for the intensity of spatial point processes applied to eye-movement data	6
Variable selection methods for Log-Gaussian Cox processes: A case-study on accident data	5
A selective view of climatological data and likelihood estimation	5
Correlation-based hierarchical clustering of time series with spatial constraints	5

WITHDRAWN: Editorial: Spatio-temporal dynamics of Covid	5
Modelling the effect of a border closure between Switzerland and Italy on the spatiotemporal spread of COVID-19 in Switzerland	5
Model-assisted estimation of forest attributes exploiting remote sensing information to handle spatial under-coverage	5
Editorial: Spatio-temporal dynamics of Covid	5
Probabilistic Context Neighborhood model for lattices	5
Bayesian Physics Informed Neural Networks for data assimilation and spatio-temporal modelling of wildfires	5
Nonparametric spatiotemporal analysis of violent crime. A case study in the Rio de Janeiro metropolitan area	5
Spatio-temporal clustering using generalized lasso to identify the spread of Covid-19 in Indonesia according to provincial flight route-based connections	5
Flexible modeling of multivariate spatial extremes	5
Modeling spatial correlation that grows on trees, with a stream network application	5
The impact of spatial statistics in Africa	5
Distribution-free regression model selection with a nested spatial correlation structure	5
The Spillover Effects of Institutional Quality and Economic Openness on Economic Growth for the Belt and Road Initiative (BRI) countries	5
A multivariate spatial and spatiotemporal ARCH Model	5
Measurement error-filtered machine learning in digital soil mapping	5
Fused spatial point process intensity estimation with varying coefficients on complex constrained domains	5
Semiparametric regression for spatial data via deep learning	4
Modeling accident risk at the road level through zero-inflated negative binomial models: A case study of multiple road networks	4
Estimating the growth rate of infection during the early phase of a pandemic like COVID-19	4
Understanding the effects of dichotomization of continuous outcomes on geostatistical inference	4
Facing spatial massive data in science and society: Variable selection for spatial models	4
Conditional modelling of spatio-temporal extremes for Red Sea surface temperatures	4
Detecting spatial clusters in functional data: New scan statistic approaches	4
Modeling left-censored skewed spatial processes: The case of arsenic drinking water contamination	4
Bayesian inference for big spatial data using non-stationary spectral simulation	4
Using neural networks to estimate parameters in spatial point process models	4
Which parameterization of the Matérn covariance function?	4
Estimation and inference of multi-effect generalized geographically and temporally weighted regression models	4
Causal inference in spatial statistics	4
Summary statistics for spatio-temporal point processes on linear networks	4
Generalized mixed spatio-temporal modeling: Random effect via factor analysis with nonlinear interaction for cluster detection	4
Optimal prediction of positive-valued spatial processes: Asymmetric power-divergence loss	4
Use of fractals to measure anisotropy in point patterns extracted with the DPT of an image	4
Tests for isotropy in spatial point patterns – A comparison of statistical indices	4
A flexible special case of the CSN for spatial modeling and prediction	4
Time varying complex covariance functions for oceanographic data	4
Higher-dimensional spatial extremes via single-site conditioning	4
Using spatial ordinal patterns for non-parametric testing of spatial dependence	4
Echo state network-enhanced symbolic regression for spatio-temporal binary stochastic cellular automata	4
Space, uncertainty, and the environment: honoring the distinguished career of Noel Cressie	3
Introduction to the special issue Towards Spatial Data Science	3
A D-vine copula-based quantile regression model with spatial dependence for COVID-19 infection rate in Italy	3
Corrigendum to “Geospatial constrained optimization to simulate and predict spatiotemporal trends of air pollutants” [Spatial Stat. 45 (2021) 100533]	3
Joint simulation through orthogonal factors generated by the L-SHADE optimization method	3
Spatially clustered regression	3
The killing fields. A Bayesian analysis of crop eradication and organized crime violence in Mexico	3
Geo-additive mixed model with variable selection using the adaptive elastic net to handle nonresponse in official rice productivity survey	3
Editorial: The impact of spatial statistics	3
Source reconstruction for spatio-temporal physical statistical models	3
Deep learning for the spatial additive autoregressive model with nonparametric endogenous effect	3
Incremental transfer learning for spatial autoregressive model with linear constraints	3
Spatial Smoothing Using Graph Laplacian Penalized Filter	3
Spatio-temporal clustering: Neighbourhoods based on median seasonal entropy	3
Modeling lake conductivity in the contiguous United States using spatial indexing for big spatial data	3
Shape-restricted estimation and spatial clustering of COVID-19 infection rate curves	3
Nonparametric spatial autoregressive model using deep neural networks	3
Bayesian spatial modeling using random Fourier frequencies	3
Dimension reduction for spatial regression: Spatial predictor envelope	3
Deep learning and spatial statistics	3
Searching for correct specification in spatial probit models. Classical approaches versus Gradient Boosting algorithm	3
A hypothesis test for detecting spatial patterns in categorical areal data	3
Bayesian spatio-temporal joint disease mapping of Covid-19 cases and deaths in local authorities of England	3
Spatiotemporal modeling of traffic risk mapping: A study of urban road networks in Barcelona, Spain	3
Concept-driven extraction of the Antarctic marginal sea ice zone from remote sensing image time series	3
Information criteria for matrix exponential spatial specifications	3
Spatially penalized registration of multivariate functional data	3
Sampling strategies for proportion and rate estimation in a spatially correlated population	3
A look at the spatio-temporal mortality patterns in Italy during the COVID-19 pandemic through the lens of mortality densities	2
Spatial modelling of Lexis mortality data	2
Second-order smoothness prior over the Delaunay Tessellation in Bayesian geophysical inversion	2
Preferential sampling for bivariate spatial data	2
The spatial–temporal variation of poverty determinants	2
Covariate-dependent spatio-temporal covariance models	2
A spatio-temporal model for detecting the effect of cocaine use disorder on functional connectivity	2
A different type of Burr distribution applying to hydro-meteorological data	2
A flexible movement model for partially migrating species	2
Spatiotemporal variable selection and air quality impact assessment of COVID-19 lockdown	2
A Markov chain model for geographical accessibility	2
Spatial statistics and soil mapping: A blossoming partnership under pressure	2
Mapping road traffic crash hotspots using GIS-based methods: A case study of Muscat Governorate in the Sultanate of Oman	2

A heterogeneous Bayesian regression model for skewed spatial data	2
Modeling infectious disease dynamics: Integrating contact tracing-based stochastic compartment and spatio-temporal risk models	2
Fitting the grain orientation distribution of a polycrystalline material conditioned on a Laguerre tessellation	2
The (in)stability of Bayesian model selection criteria in disease mapping	2
Identification of dominant features in spatial data	2
Bayesian spatio-temporal statistical modeling of violent-related fatality in western and central Africa	2
Sustainability of mining activities in the European Mediterranean region in terms of a spatial groundwater stress index	2
A Bayesian spatial–temporal model for predicting passengers occupancy at Beijing Metro	2
Robust interaction detector: A case of road life expectancy analysis	2
Geographically Weighted Zero-Inflated Negative Binomial Regression: A general case for count data	2
Analysing point patterns on networks — A review	2
Estimating spatial regression models with sample data-points: A Gibbs sampler solution	2
Spatial kriging for replicated temporal point processes	2
The SPDE approach for spatio-temporal datasets with advection and diffusion	2
Computation-free nonparametric testing for local spatial association with application to the US and Canadian electorate	2
Directional spatial autoregressive dependence in the conditional first- and second-order moments	2
Addressing uncertainty in census estimates	2
Rapid outlier detection, model selection and variable selection using penalized likelihood estimation for general spatial models	2
Bayesian negative binomial regression with spatially varying dispersion: Modeling COVID-19 incidence in Georgia	2
A Bayesian shared-effects modeling framework to quantify the modifiable areal unit problem	2