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Implements the Elliptical Covering Marginal Likelihood Estimator (ECMLE), a geometric method for approximating marginal likelihood from posterior draws and log-posterior evaluations. The method constructs a collection of non-overlapping ellipsoids in a high-posterior-density region, computes the covered volume, and combines this with posterior sample coverage to estimate model evidence. It is designed to stabilize harmonic-mean-based evidence approximation and can be applied in multimodal settings. The methodology is described in Naderi et al. (2025) <doi:10.48550/arXiv.2510.20617>.
| Version: | 0.1.0 |
| Depends: | R (≥ 3.6.0) |
| Imports: | IDPmisc, graphics, stats, withr |
| Suggests: | testthat (≥ 3.0.0), knitr, rmarkdown |
| Published: | 2026-03-26 |
| DOI: | 10.32614/CRAN.package.ECMLE |
| Author: | Dana Naderi [aut, cre], Christian P. Robert [aut], Kaniav Kamary [aut], Darren Wraith [aut] |
| Maintainer: | Dana Naderi <naderi at ceremade.dauphine.fr> |
| BugReports: | https://github.com/da-na-deri/ECMLE/issues |
| License: | GPL-3 |
| URL: | https://github.com/da-na-deri/ECMLE |
| NeedsCompilation: | no |
| Materials: | README, NEWS |
| CRAN checks: | ECMLE results |
| Reference manual: | ECMLE.html , ECMLE.pdf |
| Vignettes: |
Getting started with ECMLE (source, R code) |
| Package source: | ECMLE_0.1.0.tar.gz |
| Windows binaries: | r-devel: ECMLE_0.1.0.zip, r-release: ECMLE_0.1.0.zip, r-oldrel: ECMLE_0.1.0.zip |
| macOS binaries: | r-release (arm64): ECMLE_0.1.0.tgz, r-oldrel (arm64): not available, r-release (x86_64): ECMLE_0.1.0.tgz, r-oldrel (x86_64): ECMLE_0.1.0.tgz |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.