Package: sae 1.3

Yolanda Marhuenda

sae: Small Area Estimation

Functions for small area estimation.

Authors:Isabel Molina, Yolanda Marhuenda

sae_1.3.tar.gz
sae_1.3.tar.gz(r-4.5-noble)sae_1.3.tar.gz(r-4.4-noble)
sae_1.3.tgz(r-4.4-emscripten)sae_1.3.tgz(r-4.3-emscripten)
sae.pdf |sae.html✨
sae/json (API)

# Install 'sae' in R:

install.packages('sae', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Datasets:

Xoutsamp - Out-of-sample values of auxiliary variables for 5 domains.
cornsoybean - Corn and soy beans survey and satellite data in 12 counties in Iowa.
cornsoybeanmeans - Corn and soy beans mean number of pixels per segment for 12 counties in Iowa.
grapes - Synthetic data on grape production for the region of Tuscany.
grapesprox - Proximity matrix for the spatial Fay-Herriot model.
incomedata - Synthetic income data.
milk - Data on fresh milk expenditure.
sizeprov - Domain population sizes.
sizeprovage - Domain population sizes by age.
sizeprovedu - Domain population sizes by level of education.
sizeprovlab - Domain population sizes by labor force status.
sizeprovnat - Domain population sizes for Spanish or non Spanish nationality.
spacetime - Synthetic area level data with spatial and temporal correlation.
spacetimeprox - Proximity matrix for the spatio-temporal Fay-Herriot model.

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

5.35 score 6 stars 8 packages 78 scripts 950 downloads 17 exports 10 dependencies

Last updated 5 years agofrom:c5904ed07b. Checks:OK: 1 NOTE: 1. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Oct 29 2024
R-4.5-linux	NOTE	Oct 29 2024

Exports:bxcx diagonalizematrix direct ebBHF eblupBHF eblupFH eblupSFH eblupSTFH mseFH mseSFH npbmseSFH pbmseBHF pbmseebBHF pbmseSFH pbmseSTFH pssynt ssd

Dependencies:boot lattice lme4 MASS Matrix minqa nlme nloptr Rcpp RcppEigen

Basic direct and indirect estimators

Rendered fromsae_basicdirect.Rnwusingutils::Sweaveon Oct 29 2024.

Last update: 2015-03-30
Started: 2015-03-30

Methodology

Rendered fromsae_methodology.Rnwusingutils::Sweaveon Oct 29 2024.

Last update: 2015-03-30
Started: 2015-03-30

Citation

Readme and manuals

Help Manual

Help page	Topics
Small area estimation	sae-package sae
Box-Cox Transformation and its Inverse	bxcx
Corn and soy beans survey and satellite data in 12 counties in Iowa.	cornsoybean
Corn and soy beans mean number of pixels per segment for 12 counties in Iowa.	cornsoybeanmeans
It constructs a block-diagonal matrix.	diagonalizematrix
Direct estimators.	direct
EB estimators of an indicator with non-sample values of auxiliary variables.	ebBHF
EBLUPs of domain means based on a nested error linear regression model.	eblupBHF
EBLUPs based on a Fay-Herriot model.	eblupFH
EBLUPs based on a spatial Fay-Herriot model.	eblupSFH
EBLUPs based on a spatio-temporal Fay-Herriot model.	eblupSTFH
Synthetic data on grape production for the region of Tuscany.	grapes
Proximity matrix for the spatial Fay-Herriot model.	grapesprox
Synthetic income data.	incomedata
Data on fresh milk expenditure.	milk
Mean squared error estimator of the EBLUP under a Fay-Herriot model.	mseFH
Mean squared error estimator of the spatial EBLUP under a spatial Fay-Herriot model.	mseSFH
Nonparametric bootstrap mean squared error estimator of the spatial EBLUPs under a spatial Fay-Herriot model.	npbmseSFH
Parametric bootstrap mean squared error estimators of the EBLUPs of means obtained under a nested error linear regression model.	pbmseBHF
Parametric bootstrap mean squared error estimators of EB estimators.	pbmseebBHF
Parametric bootstrap mean squared error estimators of the spatial EBLUPs under a spatial Fay-Herriot model.	pbmseSFH
Parametric bootstrap mean squared error estimator of a spatio-temporal Fay-Herriot model.	pbmseSTFH
Post-stratified synthetic estimators of domain means.	pssynt
Domain population sizes.	sizeprov
Domain population sizes by age.	sizeprovage
Domain population sizes by level of education.	sizeprovedu
Domain population sizes by labor force status.	sizeprovlab
Domain population sizes for Spanish or non Spanish nationality.	sizeprovnat
Synthetic area level data with spatial and temporal correlation.	spacetime
Proximity matrix for the spatio-temporal Fay-Herriot model.	spacetimeprox
Sample size dependent estimator.	ssd
Out-of-sample values of auxiliary variables for 5 domains.	Xoutsamp