Tools for Handling Indices and Proportions in Small Area Estimation

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 < https://mc-stan.org/>, 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 ).


Reference manual

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install.packages("tipsae")

1.0.3 by Silvia De Nicolò, 2 years ago


Browse source code at https://github.com/cran/tipsae


Authors: Silvia De Nicolò [aut, cre] , Aldo Gardini [aut]


Documentation:   PDF Manual  


GPL-3 license


Imports methods, Rcpp, rstan, ggplot2, nlme, stats, sp, ggpubr, Rdpack

Depends on shiny

Suggests rstantools, RcppParallel, callr, sf, dplyr, leaflet, tmap, spam, spdep, gridExtra, R.rsp, shinythemes, shinyFeedback, shinybusy, shinyWidgets, shinyjs, bayesplot, DT, loo

Linking to BH, Rcpp, RcppEigen, RcppParallel, rstan, StanHeaders

System requirements: GNU make


See at CRAN