Other packages > Find by keyword >

vmsae  

Variational Multivariate Spatial Small Area Estimation
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("vmsae", "0.1.2")



Attach the package and use:
library("vmsae")
Maintained by
Zhenhua Wang
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2025-05-09
Latest Update: 2025-06-21
Description:
Variational Autoencoded Multivariate Spatial Fay-Herriot models are designed to efficiently estimate population parameters in small area estimation. This package implements the variational generalized multivariate spatial Fay-Herriot model (VGMSFH) using 'NumPyro' and 'PyTorch' backends, as demonstrated by Wang, Parker, and Holan (2025) <doi:10.48550/arXiv.2503.14710>. The 'vmsae' package provides utility functions to load weights of the pretrained variational autoencoders (VAEs) as well as tools to train custom VAEs tailored to users specific applications.
How to cite:
Zhenhua Wang (2025). vmsae: Variational Multivariate Spatial Small Area Estimation. R package version 0.1.2, https://cran.r-project.org/web/packages/vmsae. Accessed 25 Jun. 2026.
Previous versions and publish date:
0.1.0 (2025-05-09 12:30), 0.1.1 (2025-06-21 04:30)
Other packages that cited vmsae R package
View vmsae citation profile
Other R packages that vmsae depends, imports, suggests or enhances
Complete documentation for vmsae
Functions, R codes and Examples using the vmsae R package
Full vmsae package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

sitmo  
Parallel Pseudo Random Number Generator (PPRNG) 'sitmo' Header Files
Provided within are two high quality and fast PPRNGs that may be used in an 'OpenMP' parallel enviro ...
Download / Learn more Package Citations See dependency  
airGRiwrm  
'airGR' Integrated Water Resource Management
Semi-distributed Precipitation-Runoff Modelling based on 'airGR' package models integrating human i ...
Download / Learn more Package Citations See dependency  
foster  
Forest Structure Extrapolation with R
Set of tools to streamline the modeling of the relationship betweensatellite imagery time series or ...
Download / Learn more Package Citations See dependency  
edeaR  
Exploratory and Descriptive Event-Based Data Analysis
Exploratory and descriptive analysis of event based data. Provides methods for describing and select ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  

27,535

R Packages

236,180

Dependencies

73,223

Author Associations

27,536

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA