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bootcluster

Bootstrapping Estimates of Clustering Stability

v0.4.3 · Dec 12, 2025 · GPL-2

Description

Implementation of the bootstrapping approach for the estimation of clustering stability and its application in estimating the number of clusters, as introduced by Yu et al (2016)<doi:10.1142/9789814749411_0007>. Implementation of the non-parametric bootstrap approach to assessing the stability of module detection in a graph, the extension for the selection of a parameter set that defines a graph from data in a way that optimizes stability and the corresponding visualization functions, as introduced by Tian et al (2021) <doi:10.1002/sam.11495>. Implemented out-of-bag stability estimation function and k-select Smin-based k-selection function as introduced by Liu et al (2022) <doi:10.1002/sam.11593>. Implemented ensemble clustering method based-on k-means clustering method, spectral clustering method and hierarchical clustering method.

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r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
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r-oldrel-macos-arm64 OK
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r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
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r-release-windows-x86_64 OK
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OK r-devel-linux-x86_64-debian-clang

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OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

Dependency Network

Dependencies Reverse dependencies cluster mclust flexclust fpc dplyr doParallel foreach igraph ggplot2 gridExtra intergraph GGally network kernlab sna +1 more dependencies bootcluster

Version History

new 0.4.3 Mar 9, 2026