Package: Numero 1.9.8

Ville-Petteri Makinen

Numero: Statistical Framework to Define Subgroups in Complex Datasets

High-dimensional datasets that do not exhibit a clear intrinsic clustered structure pose a challenge to conventional clustering algorithms. For this reason, we developed an unsupervised framework that helps scientists to better subgroup their datasets based on visual cues, please see Gao S, Mutter S, Casey A, Makinen V-P (2019) Numero: a statistical framework to define multivariable subgroups in complex population-based datasets, Int J Epidemiology, 48:369-37, <doi:10.1093/ije/dyy113>. The framework includes the necessary functions to construct a self-organizing map of the data, to evaluate the statistical significance of the observed data patterns, and to visualize the results.

Authors:Song Gao [aut], Stefan Mutter [aut], Aaron E. Casey [aut], Ville-Petteri Makinen [aut, cre]

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Numero/json (API)

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

Peer review:

Uses libs:
  • c++– GNU Standard C++ Library v3

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

cpp

2.48 score 3 scripts 354 downloads 1 mentions 22 exports 1 dependencies

Last updated 3 months agofrom:671169ee52. Checks:OK: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKDec 17 2024
R-4.5-linux-x86_64OKDec 17 2024

Exports:nroAggregatenroColorizenroDestratifynroKmeansnroKohonennroLabelnroMatchnroPermutenroPlotnroPlot.savenroPostprocessnroPreprocessnroSummarynroTrainnumero.cleannumero.createnumero.evaluatenumero.plotnumero.preparenumero.qualitynumero.subgroupnumero.summary

Dependencies:Rcpp

Introduction to Numero

Rendered fromintro.rmdusingknitr::rmarkdownon Dec 17 2024.

Last update: 2021-02-11
Started: 2019-06-12