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spTDyn (version 1.0)

Spatially Varying and Spatio-Temporal Dynamic Linear Models

Description

Fits, spatially predicts, and temporally forecasts space-time data using Gaussian Process (GP): (1) spatially varying coefficient process models and (2) spatio-temporal dynamic linear models.

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Version

Install

install.packages('spTDyn')

Monthly Downloads

252

Version

1.0

License

GPL (>= 2)

Maintainer

Shuvo Bakar

Last Published

June 11th, 2015

Functions in spTDyn (1.0)

Defining spatially varying coefficients in the formula

spTimerDyn-internal

Service functions and some undocumented functions for the spTimer library

predict.spT

Spatial and temporal predictions for the spatio-temporal models.

initials

Initial values for the spatio-temporal models.

def.time

Timer series information.

ObsGridLoc

Combining observation and nearest grid locations and data.

summary.spT

Summary statistics of the parameters.

decay

Choice for sampling spatial decay parameter \(\phi\).

priors

Priors for the spatio-temporal models.

GibbsDyn

MCMC sampling for the models.

spTDyn-package

Spatially varying and spatio-temporal dynamic linear models

Defining dynamic time-series coefficients in the formula

plot.spT

Plots for spTimer output.