Bayesian Spatio-Temporal Factor Analysis Model


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Documentation for package ‘BSTFA’ version 0.1.0

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bisquare1d Bisquare bases for 1-dimensional space
bisquare2d Bisquare bases for 2-dimensional space
BSTFA Reduced BSTFA function
BSTFAfull Full BSTFA function
computeLogLik Compute log-likelihood
compute_summary Print computation summary
convergence_diag Check effective sample size and geweke diagnostic
defineRegion Define the initial region of interest.
makeNewS Create a matrix of bisquare bases for a set of locations.
makePredS Create a matrix of bisquare bases for new locations.
map_spatial_param Plot a map of interpolated spatially-dependent parameter values.
out.sm Output of BSTFA evaluated on a subset of utahDataList
plot_annual Plot annual/seasonal behavior at a specific location.
plot_factor Plot the temporally-dependent factors.
plot_fourier_bases Visualize fourier bases.
plot_location Plot a location's time series of estimated/predicted values.
plot_spatial_param Plot the spatially-dependent parameter for in-sample locations.
plot_trace Plot trace plots
predictBSTFA Estimate/predict values of the time series at a specific location.
utahDataList Utah Minimum Temperatures