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HDDesign
View on CRAN: Click
here
Download and install HDDesign package within the R console
Install from CRAN:
install.packages("HDDesign")
Install from Github:
library("remotes")
install_github("cran/HDDesign") Install by package version:
library("remotes")
install_version("HDDesign", "1.1") Attach the package and use:
library("HDDesign")
Maintained by
Brisa N. Sanchez
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2016-06-11
Latest Update:
Description:
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.
How to cite:
Brisa N. Sanchez (2016). HDDesign: Sample Size Calculation for High Dimensional Classification Study. R package version 1.1, https://cran.r-project.org/web/packages/HDDesign. Accessed 08 Mar. 2026.
Previous versions and publish date:
1.1 (2016-06-11 09:37)
Other packages that cited HDDesign R package
View HDDesign citation profile
Other R packages that HDDesign depends,
imports, suggests or enhances
Complete documentation for HDDesign
Functions, R codes and Examples using
the HDDesign R package
Some associated functions: HDDesign-package . cv_method . cv_method_MC . cv_method_MC_corr . cv_method_corr . ds_method . hct_beta . hct_empirical . hct_method . hct_method_MC . hct_method_MC_corr . hct_method_corr . ideal_pcc . samplesize . which.region .
Some associated R codes: Q_func.R . beta_prob.R . cv_method.R . cv_method_MC.R . cv_method_MC_corr.R . cv_method_corr.R . cv_method_single.R . cv_method_single_MC.R . cv_method_single_MC_corr.R . cv_method_single_corr.R . dot.R . ds_method.R . gen_data.R . gen_data_corr.R . gen_sim_pvalue_null.R . get_cv_pcc.R . get_cv_pcc_single.R . get_ds_pcc_alpha.R . get_pcc_ss.R . get_weight_zp.R . hct_beta.R . hct_empirical.R . hct_hybrid.R . hct_method.R . hct_method_MC.R . hct_method_MC_corr.R . hct_method_corr.R . hct_method_single.R . hct_method_single_MC.R . hct_method_single_MC_corr.R . hct_method_single_corr.R . ideal_pcc.R . ideal_pcc_corr.R . is.region1.R . is.region2.R . phi.R . rho.R . samplesize.R . select_cv_data.R . tr.R . which.region.R . which.region.rb.R . Full HDDesign package functions and examples
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