The hardware and bandwidth for this mirror is donated by METANET, the Webhosting and Full Service-Cloud Provider.
If you wish to report a bug, or if you are interested in having us mirror your free-software or open-source project, please feel free to contact us at mirror[@]metanet.ch.
An 'R' interface to the 'Julia' package 'NeuralEstimators.jl'. The package facilitates the user-friendly development of neural point estimators, which are neural networks that map data to a point summary of the posterior distribution. These estimators are likelihood-free and amortised, in the sense that, after an initial setup cost, inference from observed data can be made in a fraction of the time required by conventional approaches; see Sainsbury-Dale, Zammit-Mangion, and Huser (2024) <doi:10.1080/00031305.2023.2249522> for further details and an accessible introduction. The package also enables the construction of neural networks that approximate the likelihood-to-evidence ratio in an amortised manner, allowing one to perform inference based on the likelihood function or the entire posterior distribution; see Zammit-Mangion, Sainsbury-Dale, and Huser (2024, Sec. 5.2) <doi:10.48550/arXiv.2404.12484>, and the references therein. The package accommodates any model for which simulation is feasible by allowing the user to implicitly define their model through simulated data.
| Version: | 0.1.2 |
| Imports: | JuliaConnectoR, magrittr |
| Suggests: | dplyr, ggplot2, ggplotify, ggpubr, gridExtra, knitr, rmarkdown, markdown, R.rsp, testthat (≥ 3.0.0) |
| Published: | 2024-12-19 |
| DOI: | 10.32614/CRAN.package.NeuralEstimators |
| Author: | Matthew Sainsbury-Dale [aut, cre] |
| Maintainer: | Matthew Sainsbury-Dale <msainsburydale at gmail.com> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | no |
| SystemRequirements: | Julia (>= 1.9) |
| Citation: | NeuralEstimators citation info |
| Materials: | README |
| CRAN checks: | NeuralEstimators results |
| Reference manual: | NeuralEstimators.pdf |
| Vignettes: |
Introduction to NeuralEstimators (source) NeuralEstimators with Incomplete Gridded Data (source) |
| Package source: | NeuralEstimators_0.1.2.tar.gz |
| Windows binaries: | r-devel: NeuralEstimators_0.1.2.zip, r-release: NeuralEstimators_0.1.2.zip, r-oldrel: NeuralEstimators_0.1.2.zip |
| macOS binaries: | r-release (arm64): NeuralEstimators_0.1.2.tgz, r-oldrel (arm64): NeuralEstimators_0.1.2.tgz, r-release (x86_64): NeuralEstimators_0.1.2.tgz, r-oldrel (x86_64): NeuralEstimators_0.1.2.tgz |
| Old sources: | NeuralEstimators archive |
Please use the canonical form https://CRAN.R-project.org/package=NeuralEstimators to link to this page.
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.