Package: BSSoverSpace 0.1.0

Sixing Hao

BSSoverSpace: Blind Source Separation for Multivariate Spatial Data using Eigen Analysis

Provides functions for blind source separation over multivariate spatial data, and useful statistics for evaluating performance of estimation on mixing matrix. 'BSSoverSpace' is based on an eigen analysis of a positive definite matrix defined in terms of multiple normalized spatial local covariance matrices, and thus can handle moderately high-dimensional random fields. This package is an implementation of the method described in Zhang, Hao and Yao (2022)<arxiv:2201.02023>.

Authors:Sixing Hao [aut, cre]

BSSoverSpace_0.1.0.tar.gz
BSSoverSpace_0.1.0.tar.gz(r-4.5-noble)BSSoverSpace_0.1.0.tar.gz(r-4.4-noble)
BSSoverSpace_0.1.0.tgz(r-4.4-emscripten)BSSoverSpace_0.1.0.tgz(r-4.3-emscripten)
BSSoverSpace.pdf |BSSoverSpace.html✨
BSSoverSpace/json (API)

# Install 'BSSoverSpace' in R:
install.packages('BSSoverSpace', repos = 'https://cloud.r-project.org')

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

2.00 score 216 downloads 3 exports 50 dependencies

Last updated 2 years agofrom:c811794df9. Checks:3 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 30 2025
R-4.5-linuxOKMar 30 2025
R-4.4-linuxOKMar 30 2025

Exports:BSSSd_scoregen_matern_gaussian_rf

Dependencies:backportsbroomclassclassIntcliclueclustercpp11DBIDEoptimRdistancesdplyre1071expmfansifmeshergenericsglueJADEKernSmoothlatticelifecyclemagrittrMASSMatrixpillarpkgconfigproxypurrrR6RcppRcppArmadillorlangrobustbaserSPDEs2sfspSpatialBSSSpatialNPstringistringrtibbletidyrtidyselectunitsutf8vctrswithrwk

Introduction to BSSoverSpace

Sixing Hao

Rendered frommy_vignette.Rmdusingknitr::rmarkdownon Mar 30 2025.

Last update: 2022-11-10
Started: 2022-11-10

Citation

To cite package ‘BSSoverSpace’ in publications use:

Hao S (2022). BSSoverSpace: Blind Source Separation for Multivariate Spatial Data using Eigen Analysis. R package version 0.1.0, https://CRAN.R-project.org/package=BSSoverSpace.

Corresponding BibTeX entry: 

  @Manual{,
    title = {BSSoverSpace: Blind Source Separation for Multivariate
      Spatial Data using Eigen Analysis},
    author = {Sixing Hao},
    year = {2022},
    note = {R package version 0.1.0},
    url = {https://CRAN.R-project.org/package=BSSoverSpace},
  }