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gdim

Estimate Graph Dimension using Cross-Validated Eigenvalues

v0.1.1 · Dec 9, 2025 · GPL (>= 3)

Description

Cross-validated eigenvalues are estimated by splitting a graph into two parts, the training and the test graph. The training graph is used to estimate eigenvectors, and the test graph is used to evaluate the correlation between the training eigenvectors and the eigenvectors of the test graph. The correlations follow a simple central limit theorem that can be used to estimate graph dimension via hypothesis testing, see Chen et al. (2021) <doi:10.48550/arXiv.2108.03336> for details.

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

Dependency Network

Dependencies Reverse dependencies Matrix dplyr ggplot2 irlba progress rlang tibble gdim

Version History

new 0.1.1 Mar 9, 2026