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Numero

Statistical Framework to Define Subgroups in Complex Datasets

v1.10.1 · Sep 12, 2025 · GPL (>= 2)

Description

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.

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installed size is 21.3Mb
  sub-directories of 1Mb or more:
    doc    5.5Mb
    libs  15.3Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is 21.4Mb
  sub-directories of 1Mb or more:
    doc    5.5Mb
    libs  15.5Mb
NOTE r-oldrel-windows-x86_64

installed package size

installed size is  7.5Mb
  sub-directories of 1Mb or more:
    doc    5.5Mb
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NOTE 11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is 21.3Mb
  sub-directories of 1Mb or more:
    doc    5.5Mb
    libs  15.3Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is 21.4Mb
  sub-directories of 1Mb or more:
    doc    5.5Mb
    libs  15.5Mb
NOTE r-oldrel-windows-x86_64

installed package size

installed size is  7.5Mb
  sub-directories of 1Mb or more:
    doc    5.5Mb
    libs   1.6Mb

Dependency Network

Dependencies Reverse dependencies Rcpp Numero

Version History

new 1.10.1 Mar 10, 2026
updated 1.10.1 ← 1.9.10 diff Sep 11, 2025
updated 1.9.10 ← 1.9.8 diff Aug 30, 2025
updated 1.9.8 ← 1.9.7 diff Sep 16, 2024
updated 1.9.7 ← 1.9.6 diff May 10, 2024
updated 1.9.6 ← 1.9.5 diff Feb 5, 2024
updated 1.9.5 ← 1.9.3 diff Jan 8, 2023
updated 1.9.3 ← 1.9.0 diff Aug 7, 2022
updated 1.9.0 ← 1.8.4 diff Feb 15, 2022
updated 1.8.4 ← 1.8.2 diff Sep 20, 2021
updated 1.8.2 ← 1.8.1 diff Jul 19, 2021
updated 1.8.1 ← 1.8.0 diff Jul 12, 2021
updated 1.8.0 ← 1.7.4 diff Feb 10, 2021
updated 1.7.4 ← 1.7.3 diff Jan 21, 2021
updated 1.7.3 ← 1.7.2 diff Jan 10, 2021
updated 1.7.2 ← 1.7.0 diff Oct 23, 2020
updated 1.7.0 ← 1.6.0 diff Sep 13, 2020
updated 1.6.0 ← 1.5.0 diff Jun 22, 2020
updated 1.5.0 ← 1.4.2 diff Jun 14, 2020
updated 1.4.2 ← 1.4.1 diff Mar 16, 2020