Package: HDDesign 1.1

Brisa N. Sanchez

HDDesign: Sample Size Calculation for High Dimensional Classification Study

Determine the sample size requirement to achieve the target probability of correct classification (PCC) for studies employing high-dimensional features. The package implements functions to 1) determine the asymptotic feasibility of the classification problem; 2) compute the upper bounds of the PCC for any linear classifier; 3) estimate the PCC of three design methods given design assumptions; 4) determine the sample size requirement to achieve the target PCC for three design methods.

Authors:Meihua Wu <meihuawu@umich.edu>, Brisa N. Sanchez <brisa@umich.edu>, Peter X.K. Song <pxsong@umich.edu>, Raymond Luu <raluu@umich.edu>, Wen Wang <wangwen@umich.edu>

HDDesign_1.1.tar.gz
HDDesign_1.1.tar.gz(r-4.5-noble)HDDesign_1.1.tar.gz(r-4.4-noble)
HDDesign_1.1.tgz(r-4.4-emscripten)HDDesign_1.1.tgz(r-4.3-emscripten)
HDDesign.pdf |HDDesign.html✨
HDDesign/json (API)

# Install 'HDDesign' in R:
install.packages('HDDesign', 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.

1.00 score 142 downloads 14 exports 0 dependencies

Last updated 9 years agofrom:5ea3d93332. Checks:3 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 15 2025
R-4.5-linuxOKMar 15 2025
R-4.4-linuxOKMar 15 2025

Exports:cv_methodcv_method_corrcv_method_MCcv_method_MC_corrds_methodhct_betahct_empiricalhct_methodhct_method_corrhct_method_MChct_method_MC_corrideal_pccsamplesizewhich.region

Dependencies:

Citation

To cite package ‘HDDesign’ in publications use:

Wu M, Sanchez BN, Song PX, Luu R, Wang W (2016). HDDesign: Sample Size Calculation for High Dimensional Classification Study. R package version 1.1, https://CRAN.R-project.org/package=HDDesign.

ATTENTION: This citation information has been auto-generated from the package DESCRIPTION file and may need manual editing, see ‘help("citation")’.

Corresponding BibTeX entry: 

  @Manual{,
    title = {HDDesign: Sample Size Calculation for High Dimensional
      Classification Study},
    author = {Meihua Wu and Brisa N. Sanchez and Peter X.K. Song and
      Raymond Luu and Wen Wang},
    year = {2016},
    note = {R package version 1.1},
    url = {https://CRAN.R-project.org/package=HDDesign},
  }