BCauchy                 Cauchy prior simulation example.
Bcartime                Bayesian regression model fitting for areal and
                        areal spatio-temporal data.  Calculates
                        parameter estimates, validation statistics, and
                        estimated values of several Bayesian model
                        choice criteria.
Bmchoice                Model choice criteria calculation for
                        univariate normal model for both known and
                        unknown sigma^2
Bmoving_sptime          Model fitting and validation for
                        spatio-temporal data from moving sensors in
                        time.
Bnormal                 N(theta, sigma2): Using different methods.
Bspatial                Bayesian regression model fitting for point
                        referenced spatial data. Calculates parameter
                        estimates, validation statistics, and estimated
                        values of several Bayesian model choice
                        criteria.
Bsptime                 Bayesian regression model fitting for point
                        referenced spatio-temporal data.  Calculates
                        parameter estimates, validation statistics, and
                        estimated values of several Bayesian model
                        choice criteria.
Weng                    A 313 by 313 proximity matrix for the 313
                        LADCUAS in England. Each entry is either 0 or 1
                        and is 1 if the corresponding row and column
                        LADCUAs share a common boundary.
argo_floats_atlantic_2003
                        Temperature and salinity data from Argo floats
                        in the North Atlantic Ocean at three layers of
                        depth: surface (less than 50 meters), mid-layer
                        (between 475-525 meters) and deep (975 to 1025
                        meters) during 2003.
bmstdr_variogram        Calculates and plots the variogram cloud and an
                        estimated variogram.
calculate_dic           Calculate DIC function. Has two arguments: (1)
                        log full likelihood at thetahat and (2) vector
                        of log-likelihood at the theta samples
                        Calculate the DIC criteria values
calculate_validation_statistics
                        Calculates the four validation statistics:
                        RMSE, MAE, CRPS and coverage given the observed
                        values and MCMC iterates.
calculate_waic          Calculate WAIC function. Has the sole argument
                        component wise likelihood at thetahat samples.
                        v must be a matrix Calculate the WAIC criteria
                        values
coef.bmstdr             Prints and returns the estimates of the
                        coefficients
colpalette              The color palette used to draw maps to
                        illustrate the package bmstdr, see Sahu (2022)
                        It has the values in order: dodgerblue4,
                        dodgerblue2, firebrick2, firebrick4 and purple.
engdeaths               Number of weekly Covid-19 deaths and cases in
                        the 313 local Local Authority Districts,
                        Counties and Unitary Authorities (LADCUA) in
                        England during the 20 peaks in the first peak
                        from March 13 to July 31, 2020.
engtotals               Total number of weekly Covid-19 deaths and
                        cases in the 313 local Local Authority
                        Districts, Counties and Unitary Authorities
                        (LADCUA) in England during the first peak from
                        March 13 to July 31, 2020.
fig11.13.plot           Draws a time series (ribbon) plot by combining
                        fitted and predicted values
fitted.bmstdr           Extract fitted values from bmstdr objects.
fnc.delete.map.XYZ      This function is used to delete values outside
                        the state of New York
get_parameter_estimates
                        Obtains parameter estimates from MCMC samples
get_validation_summaries
                        Obtains suitable validation summary statistics
                        from MCMC samples obtained for validation.
getvalidrows            Returns a vector of row numbers for validation.
gridnyspatial           Values of three covariates for 100 grid
                        locations in New York averaged over the 62 days
                        during the months of July and August, 2006.
gridnysptime            Values of three covariates for 100 grid
                        locations in New York for the 62 days during
                        the months of July and August, 2006.
hitandfalsealarm        Calculate the hit and false alarm rates
is.bmstdr               Is it a bmstdr model fitted object?
materncov               Banerjee, Carlin and Gelfand (2015) Mat'ern
                        covariance function
maternfun               Banerjee et al Mat'ern covariance function
nyspatial               Average ozone concentration values and three
                        covariates from 28 sites in New York.
nysptime                Daily 8-hour maximum ozone concentration values
                        and three covariates from 28 sites in New York
                        for the 62 days during the months of July and
                        August, 2006.
obs_v_pred_plot         Observed against predicted plot
phichoice_sp            Grid search method for choosing phi Calculates
                        the validation statistics using the spatial
                        model with a given range of values of the decay
                        parameter phi.
phichoicep              Calculates the validation statistics using the
                        spatial model with a given range of values of
                        the decay parameter phi.
plot.bmstdr             Plot method for bmstdr objects.
print.bmstdr            Provides basic information regarding the fitted
                        model.
residuals.bmstdr        Extract residuals from a bmstdr fitted object.
summary.bmstdr          Provides basic summaries of model fitting.
terms.bmstdr            Prints the terms
ydata                   Average air pollution values from 28 sites in
                        New York.
