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Implements a spatiotemporal boundary detection model with a dissimilarity metric for areal data with inference in a Bayesian setting using Markov chain Monte Carlo (MCMC). The response variable can be modeled as Gaussian (no nugget), probit or Tobit link and spatial correlation is introduced at each time point through a conditional autoregressive (CAR) prior. Temporal correlation is introduced through a hierarchical structure and can be specified as exponential or first-order autoregressive. Full details of the package can be found in the accompanying vignette. Furthermore, the details of the package can be found in "Diagnosing Glaucoma Progression with Visual Field Data Using a Spatiotemporal Boundary Detection Method", by Berchuck et al (2018), <doi:10.48550/arXiv.1805.11636>. The paper is in press at the Journal of the American Statistical Association.
Version: | 1.0.5 |
Depends: | R (≥ 3.0.2) |
Imports: | graphics, grDevices, msm (≥ 1.0.0), mvtnorm (≥ 1.0-0), Rcpp (≥ 0.12.9), stats, utils |
LinkingTo: | Rcpp, RcppArmadillo (≥ 0.7.500.0.0) |
Suggests: | coda, classInt, knitr, rmarkdown |
Published: | 2022-09-05 |
DOI: | 10.32614/CRAN.package.womblR |
Author: | Samuel I. Berchuck [aut, cre] |
Maintainer: | Samuel I. Berchuck <sib2 at duke.edu> |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
NeedsCompilation: | yes |
Materials: | NEWS |
CRAN checks: | womblR results |
Reference manual: | womblR.pdf |
Vignettes: |
womblR-example |
Package source: | womblR_1.0.5.tar.gz |
Windows binaries: | r-devel: womblR_1.0.5.zip, r-release: womblR_1.0.5.zip, r-oldrel: womblR_1.0.5.zip |
macOS binaries: | r-release (arm64): womblR_1.0.5.tgz, r-oldrel (arm64): womblR_1.0.5.tgz, r-release (x86_64): womblR_1.0.5.tgz, r-oldrel (x86_64): womblR_1.0.5.tgz |
Old sources: | womblR archive |
Reverse suggests: | spBFA, spCP |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.