Robust Small Area Estimation
Overview
Empirical best linear unbiased prediction (EBLUP) and robust prediction of the area-level means under the basic unit-level model. The model can be fitted by maximum likelihood or a (robust) M-estimator. Mean square prediction error is computed by a parametric bootstrap.
CHANGES
- Change of License: Starting with version 0.3, the
rsaepackage is distributed under the GPLv3 license (before it was released under the BSD-3-Clause license). - For root finding, we now use the Fortran 90 routine
zero_rcof John Burkardt (license: Lesser GPL).
FIXES
- Fixed Fortran compiler warnings and issues in the code
- Updated and added examples in the help documentation
- Fixed
colnamesof the return value ofas.matrix.saemodel()and other (minor) issues in the R code.
NEW FEATURES
- Added the utility functions
head(),tail(), andas.matrix()to work with the predicted values (and the mean square prediction error). - Added data.frame
landsat_meanswhich contains the county-specific means of, respectively, pixels of the segments under corn and soybeans (LANDSAT readings).
From NEWS.md in the release
Install
Health
NOTER code for possible problemsr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc, r-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc, r-devel-windows-x86_64
Found calls to structure() using deprecated special names: rsae/tests/rsae.R (.Dim: 11, .Dimnames: 8) '.Dim' should be changed to 'dim'. '.Dimnames' should be changed to 'dimnames'.
- NOTE8 OK, 5 NOTENow
- NOTE11 OK, 2 NOTE2026-07-16
- OK14 OK2026-03-10
Documentation
- Help pages
- 8includes a package overview page
- Examples that run
- 100%7 run in a plain check
- Exported functions with examples
- 100%
- Documented parameters
- 89%
- Return-value docs
- 100%
- Help pages citing references
- 88%
Downloads
Repository
1 development-tooling and community-health practice detected across 1 family in the upstream repository
Checks run against github.com/tobiasschoch/rsae on 2026-10-25.
Dependencies
Installing rsae adds no packages beyond those that come with R.
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- 0.3Latest
- RR 4.3.0 released · 2023-04-21
- 0.22022-05-24 · diff ↗ ·
removed 1 export
pattern:^[[:alpha:]]+added 6 exports
saemodel, fitsaemodel, fitsaemodel.control, robpredict, convergence, makedata - RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
- RR 3.3.0 released · 2016-05-03
- RR 3.2.0 released · 2015-04-16
- RR 3.1.0 released · 2014-04-10
- 0.1-52014-02-13 · diff ↗
Package metadata
- First published
- 2011-07-23
- Total releases
- 6 / 15 yrs
- License
- GPL-3 OSI · relicensed from GPL (>= 2) | FreeBSD in 0.3
- Minimum R
- ≥ 3.5.0
- Bundled data
- 1.5 KB / 2 files
- Download size
- 274 KB
Cite
Cite this package
Run in R for the authors' entry:
citation("rsae")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.17713/ajs.v41i4.1548.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-26, which the citation names so these numbers can be found later. More on citing and the projects behind them.