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tipsae (version 1.0.3)

Tools for Handling Indices and Proportions in Small Area Estimation

Description

It allows for mapping proportions and indicators defined on the unit interval. It implements Beta-based small area methods comprising the classical Beta regression models, the Flexible Beta model and Zero and/or One Inflated extensions (Janicki 2020 ). Such methods, developed within a Bayesian framework through Stan , come equipped with a set of diagnostics and complementary tools, visualizing and exporting functions. A Shiny application with a user-friendly interface can be launched to further simplify the process. For further details, refer to De Nicolò and Gardini (2024 ).

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Version

Install

install.packages('tipsae')

Monthly Downloads

180

Version

1.0.3

License

GPL-3

Maintainer

Silvia De Nicolò

Last Published

September 13th, 2024

Functions in tipsae (1.0.3)

export

Exporting Results of a Small Area Model Fitting
plot.benchmark_fitsae

Plot Method for benchmark_fitsae Object
print.fitsae

Print Method for a fitsae Object
smoothing

Variance Smoothing and Effective Sample Sizes Estimation
plot.smoothing_fitsae

Plot Method for smoothing_fitsae Object
fit_sae

Fitting a Small Area Model
plot.summary_fitsae

Plot Method for a summary_fitsae Object
print.smoothing_fitsae

Print Method for a smoothing_fitsae Object
print.benchmark_fitsae

Print Method for a benchmark_fitsae Object
runShiny_tipsae

Lauch Shiny App to Performs Small Area Estimation
print.estimates_fitsae

Print Method for a estimates_fitsae Object
print.summary_fitsae

Print Method for a summary_fitsae Object
tipsae-package

The 'tipsae' Package.
summary.fitsae

Summary Method for fitsae Objects
extract

Extract Posterior Summaries of Target Parameters
emilia_shp

Shapefile of Emilia-Romagna (Italy) Health Districts
benchmark

Benchmarking Procedure for Model-Based Estimates
density.summary_fitsae

Density Plot Function for a summary_fitsae Object
map

Map Relevant Quantities from a Small Area Model
emilia_cs

Poverty in Emilia-Romagna (Italy) Health Districts in 2016
emilia

Poverty in Emilia-Romagna (Italy) Health Districts