Package: stcos 0.3.2

Andrew M. Raim

stcos: Space-Time Change of Support

Spatio-temporal change of support (STCOS) methods are designed for statistical inference on geographic and time domains which differ from those on which the data were observed. In particular, a parsimonious class of STCOS models supporting Gaussian outcomes was introduced by Bradley, Wikle, and Holan <doi:10.1002/sta4.94>. The 'stcos' package contains tools which facilitate use of STCOS models.

Authors:Andrew M. Raim [aut, cre], Scott H. Holan [aut, res], Jonathan R. Bradley [aut, res], Christopher K. Wikle [aut, res]

stcos_0.3.2.tar.gz
stcos_0.3.2.tar.gz(r-4.7-arm64)stcos_0.3.2.tar.gz(r-4.7-x86_64)stcos_0.3.2.tar.gz(r-4.6-arm64)stcos_0.3.2.tar.gz(r-4.6-x86_64)
stcos_0.3.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
stcos/json (API)

# Install 'stcos' in R:
install.packages('stcos', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/holans/st-cos/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
Datasets:
  • acs5_2013 - Shapes and ACS estimates for Boone County, MO.
  • acs5_2014 - Shapes and ACS estimates for Boone County, MO.
  • acs5_2015 - Shapes and ACS estimates for Boone County, MO.
  • acs5_2016 - Shapes and ACS estimates for Boone County, MO.
  • acs5_2017 - Shapes and ACS estimates for Boone County, MO.
  • columbia_neighbs - City of Columbia neighborhoods.

On CRAN:

Conda:

openblascpp

1.00 score 5 scripts 731 downloads 16 exports 30 dependencies

Last updated from:378c68d23f. Checks:6 OK. Indexed: no.

TargetResultTimeFilesSyslog
linux-devel-arm64OK160
linux-devel-x86_64OK174
source / vignettesOK209
linux-release-arm64OK176
linux-release-x86_64OK165
wasm-releaseOK181

Exports:adjacency_matrixareal_spacetime_bisquareareal_spatial_bisquareautocov_VAR1car_precisioncov_approx_blockdiagcov_approx_randwalkDICgibbs_stcoslicolsmle_stcosoverlap_matrixprepare_stcos_demordomainspacetime_bisquarespatial_bisquare

Dependencies:classclassIntcliDBIdplyre1071genericsglueKernSmoothlatticelifecyclemagrittrMASSMatrixpillarpkgconfigproxyR6RcppRcppArmadillorlangs2sftibbletidyselectunitsutf8vctrswithrwk

Readme and manuals

Help Manual

Help pageTopics
Shapes and ACS estimates for Boone County, MO.acs5_2013 acs5_2014 acs5_2015 acs5_2016 acs5_2017 acs_sf
Sparse adjacency matrix between two sets of areas.adjacency_matrix
Areal Space-Time Bisquare Basisareal_spacetime_bisquare
Areal Spatial Bisquare Basisareal_spatial_bisquare
Compute the autocovariance matrix for a VAR(1) process.autocov_VAR1
CAR Precision Matrixcar_precision
City of Columbia neighborhoods.columbia_neighbs
Best Approximation to Covariance StructureCovariance Approximation cov_approx_blockdiag cov_approx_randwalk
Deviance Information CriterionDIC
Gibbs Sampler for STCOS ModelDIC.stcos_gibbs fitted.stcos_gibbs gibbs_stcos logLik.stcos_gibbs predict.stcos_gibbs print.stcos_gibbs
licolslicols
MLE for STCOS Modelmle_stcos
Matrix of overlaps between two sets of areas.overlap_matrix
Prepare Demo Data for STCOS Modelprepare_stcos_demo
Draw uniformly distributed points from a set of areasrdomain
Space-Time Bisquare Basisspacetime_bisquare
Spatial Bisquare Basisspatial_bisquare
stcos: Space-Time Change of Supportstcos-package stcos