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netsubsamp  

Multivariate Inference of Network Moments by Subsampling
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("netsubsamp", "1.0.0")



Attach the package and use:
library("netsubsamp")
Maintained by
Tianxi Li
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-04-21
Latest Update: 2026-04-21
Description:
Implements node subsampling methods for multivariate inference on network moments (rescaled motif counts), including: uniform node subsampling to approximate the joint distribution of multiple network moments (Algorithm 1); externally sparsified moments for density-matched comparisons (Algorithm 2); and a two-sample test for unmatchable networks with unequal edge densities via a split-and-sparsify subsampling procedure (Algorithm 3). Built-in support for V-shape (2-star), triangle, and 3-star motifs, with a user-extensible interface for arbitrary additional motifs. Parallel execution is supported via 'doParallel' and 'foreach'. Based on Qi, Hua, Li and Zhou (2024) <doi:10.48550/arXiv.2409.01599>.
How to cite:
Tianxi Li (2026). netsubsamp: Multivariate Inference of Network Moments by Subsampling. R package version 1.0.0, https://cran.r-project.org/web/packages/netsubsamp. Accessed 24 Oct. 2026.
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