Scalable inference for Varying Coefficient Mixed-Effects Models (VCMMs) with large, correlated random effects. Implements sufficient-statistics, one-step communication-efficient surrogate likelihood, and SVD-stabilized (Singular Value Decomposition) estimators with Kronecker and separable covariance structures. Implements the methodology of Jalili and Lin (2025) <doi:10.48550/arXiv.2511.12732>.
| Version: | 0.1.3 |
| Depends: | R (≥ 4.0.0) |
| Imports: | splines, Rcpp (≥ 1.0.0) |
| LinkingTo: | Rcpp, RcppArmadillo |
| Suggests: | devtools, microbenchmark, RSpectra, testthat (≥ 3.0.0), knitr, rmarkdown |
| Published: | 2026-07-24 |
| DOI: | 10.32614/CRAN.package.cevcmm (may not be active yet) |
| Author: | Lida Jalili [aut, cre], Li-Hsiang Lin [aut] |
| Maintainer: | Lida Jalili <lchalangarjalilideh1 at gsu.edu> |
| BugReports: | https://github.com/lidajalili/cevcmm/issues |
| License: | GPL (≥ 3) |
| URL: | https://lidajalili.github.io/cevcmm/, https://github.com/lidajalili/cevcmm |
| NeedsCompilation: | yes |
| Materials: | README, NEWS |
| CRAN checks: | cevcmm results |
| Reference manual: | cevcmm.html , cevcmm.pdf |
| Vignettes: |
Distributed fitting with cevcmm (source, R code) Getting started with cevcmm (source, R code) OD migration with Kronecker covariance (source, R code) |
| Package source: | cevcmm_0.1.3.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): cevcmm_0.1.3.tgz, r-oldrel (arm64): cevcmm_0.1.3.tgz, r-release (x86_64): cevcmm_0.1.3.tgz, r-oldrel (x86_64): cevcmm_0.1.3.tgz |
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