Description
Bootstrapping Estimates of Clustering Stability.
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>.
README.md
bootcluster
This package implements boostrapping estimates for clustering stability. To cite this package, please use
Han Yu, Brian Chapman, Arianna DiFlorio, Ellen Eischen, David Gotz, Matthews Jacob and Rachael Hageman Blair. "Bootstrapping estimates of stability for clusters, observations and model selection." (under revision)
To install this package, please use
library("devtools")
install_github("hyu-ub/bootcluster")