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CASCORE
View on CRAN: Click
here
Download and install CASCORE package within the R console
Install from CRAN:
install.packages("CASCORE")
Install from Github:
library("remotes")
install_github("cran/CASCORE")
Install by package version:
library("remotes")
install_version("CASCORE", "0.1.2")
Attach the package and use:
library("CASCORE")
Maintained by
Yaofang Hu
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-08-17
Latest Update: 2023-07-02
Description:
Functions for implementing the novel algorithm CASCORE, which is designed to detect latent community structure in graphs with node covariates. This algorithm can handle models such as the covariate-assisted degree corrected stochastic block model (CADCSBM). CASCORE specifically addresses the disagreement between the community structure inferred from the adjacency information and the community structure inferred from the covariate information. For more detailed information, please refer to the reference paper: Yaofang Hu and Wanjie Wang (2022) .
In addition to CASCORE, this package includes several classical community detection algorithms that are compared to CASCORE in our paper. These algorithms are: Spectral Clustering On Ratios-of Eigenvectors (SCORE), normalized PCA, ordinary PCA, network-based clustering, covariates-based clustering and covariate-assisted spectral clustering (CASC). By providing these additional algorithms, the package enables users to compare their performance with CASCORE in community detection tasks.
How to cite:
Yaofang Hu (2022). CASCORE: Covariate Assisted Spectral Clustering on Ratios of Eigenvectors. R package version 0.1.2, https://cran.r-project.org/web/packages/CASCORE
Other packages that cited CASCORE R package
View CASCORE citation profile
Other R packages that CASCORE depends,
imports, suggests or enhances
Functions, R codes and Examples using
the CASCORE R package
Some associated functions: ADMM . CASC . CASCORE . SCORE . nPCA . oPCA .
Some associated R codes: ADMM.R . Ac.R . Acs.R . CASC.R . CASCORE.R . Pinv.R . SCORE.R . cl2mat.R . nPCA.R . normalizeSym.R . oPCA.R . projAXb.R . projSP.R . rsc.R . Full CASCORE package functions and examples
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