Package: templateICAr 0.8.8
templateICAr: Estimate Brain Networks and Connectivity with ICA and Empirical Priors
Implements the template ICA (independent components analysis) model proposed in Mejia et al. (2020) <doi:10.1080/01621459.2019.1679638> and the spatial template ICA model proposed in proposed in Mejia et al. (2022) <doi:10.1080/10618600.2022.2104289>. Both models estimate subject-level brain as deviations from known population-level networks, which are estimated using standard ICA algorithms. Both models employ an expectation-maximization algorithm for estimation of the latent brain networks and unknown model parameters. Includes direct support for 'CIFTI', 'GIFTI', and 'NIFTI' neuroimaging file formats.
Authors:
templateICAr_0.8.8.tar.gz
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templateICAr.pdf |templateICAr.html✨
templateICAr/json (API)
NEWS
# Install 'templateICAr' in R: |
install.packages('templateICAr', repos = c('https://mandymejia.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/mandymejia/templateicar/issues
Last updated 22 days agofrom:d415201095. Checks:OK: 7 NOTE: 2. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 15 2024 |
R-4.5-win-x86_64 | NOTE | Oct 15 2024 |
R-4.5-linux-x86_64 | OK | Oct 15 2024 |
R-4.4-win-x86_64 | OK | Oct 15 2024 |
R-4.4-mac-x86_64 | OK | Oct 15 2024 |
R-4.4-mac-aarch64 | OK | Oct 15 2024 |
R-4.3-win-x86_64 | NOTE | Oct 15 2024 |
R-4.3-mac-x86_64 | OK | Oct 15 2024 |
R-4.3-mac-aarch64 | OK | Oct 15 2024 |
Exports:activationsdim_reduceestimate_templateestimate_template_FCestimate_template_from_DRexport_templategetInvCovARGibbs_AS_posteriorCPPgroupICA.ciftimake_meshmake_mesh_2Dnorm_BOLDorthonormresample_templatesqrt_XtXtemplateICAUpdateTheta_FCtemplateICAcpp
Dependencies:abindcellWiseclassclassIntclicodetoolscolorspaceDBIDEoptimRdplyre1071excursionsexpmfansifarverfmesherfMRIscrubfMRItoolsforeachgamlssgamlss.datagamlss.distgenericsggplot2gluegridExtragtableicaisobanditeratorsKernSmoothlabelinglatticelifecyclemagrittrMASSMatrixmatrixStatsmgcvmunsellmvtnormnlmepcaPPpeselpillarpkgconfigplyrproxyR6RColorBrewerRcppRcppArmadilloRcppEigenreshape2rlangrobustbaserrcovs2scalessfshapespSQUAREMstringistringrsurvivalsvdtibbletidyselectunitsutf8vctrsviridisLitewithrwk