Geostatistical Modeling of Spatially Referenced Data


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Documentation for package ‘RiskMap’ version 1.0.0

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abund_sma Female Culex pipiens abundance (collections) in the Sacramento Metropolitan Area
anopheles Anopheles mosquitoes in Southern Cameroon
assess_pp Assess Predictive Performance via Spatial Cross-Validation
assess_sim Assess Simulations
check_mcmc Check MCMC Convergence for Spatial Random Effects
coef.RiskMap Extract Parameter Estimates from a "RiskMap" Model Fit
compute_ID_coords Compute Unique Coordinate Identifiers
convex_hull_sf Convex Hull of an sf Object
create_grid Create Grid of Points Within Shapefile
dast Fitting of decay-adjusted spatio-temporal (DAST) model
dist_summaries Summaries of the distances
galicia Heavy metal biomonitoring in Galicia
glgpm Estimation of Generalized Linear Gaussian Process Models
glgpm_sim Simulation from Generalized Linear Gaussian Process Models
gp Gaussian Process Model Specification
infect_sma West Nile virus pool tests for female *Culex pipiens* in the Sacramento Metropolitan Area
italy_sim Simulated data-set on the Italian peninsula
Laplace_sampling_MCMC Laplace-sampling MCMC for Generalized Linear Gaussian Process Models
liberia River-blindness in Liberia
loaloa Loa loa prevalence data from 197 village surveys
malkenya Malaria Transmission in the Western Kenyan Highlands
malnutrition Malnutrition in Ghana
matern.grad.phi First Derivative with Respect to phi
matern.hessian.phi Second Derivative with Respect to phi
matern_cor Matern Correlation Function
maxim.integrand Maximization of the Integrand for Generalized Linear Gaussian Process Models
plot.RiskMap_pred_target_grid Plot Method for RiskMap_pred_target_grid Objects
plot.RiskMap_pred_target_shp Plot Method for RiskMap_pred_target_shp Objects
plot_AnPIT Plot Calibration Curves (AnPIT / PIT) from Spatial Cross-Validation
plot_mda Plot the estimated MDA impact function
plot_score Plot Spatial Scores for a Specific Model and Metric
plot_sim_surf Plot simulated surface data for a given simulation
plot_s_variogram Plotting the empirical variogram
pred_over_grid Prediction of the random effects components and covariates effects over a spatial grid using a fitted generalized linear Gaussian process model
pred_target_grid Predictive Target Over a Regular Spatial Grid
pred_target_shp Predictive Targets over a Shapefile (grid-aggregated)
print.summary.RiskMap Print Summary of RiskMap Model
print.summary.RiskMap.sim.res Print Simulation Results
print.summary.RiskMap.spatial.cv Print Summary of RiskMap Spatial Cross-Validation Scores
propose_utm EPSG of the UTM Zone
re Random Effect Model Specification
set_control_sim Set Control Parameters for Simulation
summary.RiskMap Summarize Model Fits
summary.RiskMap.sim.res Summarize Simulation Results
summary.RiskMap.spatial.cv Summarize Cross-Validation Scores for Spatial RiskMap Models
surf_sim Simulate surface data based on a spatial model
s_variogram Empirical variogram
to_table Generate LaTeX Tables from RiskMap Model Fits and Validation
tz_covariates Covariates Dataset for Malaria Prediction in Tanzania
tz_malaria Malaria Dataset from Tanzania Demographic Health Surveys 2015
update_predictors Update Predictors for a RiskMap Prediction Object