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Numero  

Statistical Framework to Define Subgroups in Complex Datasets
View on CRAN: Click here


Download and install Numero package within the R console
Install from CRAN:
install.packages("Numero")

Install from Github:
library("remotes")
install_github("cran/Numero")

Install by package version:
library("remotes")
install_version("Numero", "1.10.1")



Attach the package and use:
library("Numero")
Maintained by
Ville-Petteri Makinen
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-12-01
Latest Update: 2024-09-17
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, . 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.
How to cite:
Ville-Petteri Makinen (2017). Numero: Statistical Framework to Define Subgroups in Complex Datasets. R package version 1.10.1, https://cran.r-project.org/web/packages/Numero. Accessed 06 Aug. 2026.
Previous versions and publish date:
1.0.3 (2017-12-01 12:48), 1.1.1 (2018-11-24 18:20), 1.2.0 (2019-06-12 15:30), 1.3.1 (2019-09-16 16:30), 1.3.2 (2019-10-04 07:20), 1.3.3 (2019-10-31 06:40), 1.4.0 (2019-12-14 17:50), 1.4.1 (2020-02-05 10:50), 1.4.2 (2020-03-17 12:00), 1.5.0 (2020-06-15 13:20), 1.6.0 (2020-06-23 11:00), 1.7.0 (2020-09-14 07:10), 1.7.2 (2020-10-24 06:40), 1.7.3 (2021-01-11 07:50), 1.7.4 (2021-01-22 10:00), 1.8.0 (2021-02-11 08:30), 1.8.1 (2021-07-13 06:30), 1.8.2 (2021-07-20 14:20), 1.8.4 (2021-09-21 06:40), 1.9.0 (2022-02-16 11:40), 1.9.3 (2022-08-08 08:00), 1.9.5 (2023-01-09 09:10), 1.9.6 (2024-02-06 22:50), 1.9.7 (2024-05-11 19:23), 1.9.8 (2024-09-17 13:50), 1.9.10 (2025-08-31 15:50), (2026-07-09 08:15)
Other packages that cited Numero R package
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Complete documentation for Numero
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