دورية أكاديمية

The R Package emdi for Estimating and Mapping Regionally Disaggregated Indicators

التفاصيل البيبلوغرافية
العنوان: The R Package emdi for Estimating and Mapping Regionally Disaggregated Indicators
المؤلفون: Ann-Kristin Kreutzmann, Sören Pannier, Natalia Rojas-Perilla, Timo Schmid, Matthias Templ, Nikos Tzavidis
المصدر: Journal of Statistical Software, Vol 91, Iss 1, Pp 1-33 (2019)
بيانات النشر: Foundation for Open Access Statistics, 2019.
سنة النشر: 2019
المجموعة: LCC:Statistics
مصطلحات موضوعية: official statistics, parallel computation, small area estimation, visualization, Statistics, HA1-4737
الوصف: The R package emdi enables the estimation of regionally disaggregated indicators using small area estimation methods and includes tools for processing, assessing, and presenting the results. The mean of the target variable, the quantiles of its distribution, the headcount ratio, the poverty gap, the Gini coefficient, the quintile share ratio, and customized indicators are estimated using direct and model-based estimation with the empirical best predictor (Molina and Rao 2010). The user is assisted by automatic estimation of datadriven transformation parameters. Parametric and semi-parametric, wild bootstrap for mean squared error estimation are implemented with the latter offering protection against possible misspecification of the error distribution. Tools for (a) customized parallel computing, (b) model diagnostic analyses, (c) creating high quality maps and (d) exporting the results to Excel and OpenDocument Spreadsheets are included. The functionality of the package is illustrated with example data sets for estimating the Gini coefficient and median income for districts in Austria.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1548-7660
Relation: https://www.jstatsoft.org/index.php/jss/article/view/3131; https://doaj.org/toc/1548-7660
DOI: 10.18637/jss.v091.i07
URL الوصول: https://doaj.org/article/1f327e7a65e04f7bbd6f06380d61e49c
رقم الأكسشن: edsdoj.1f327e7a65e04f7bbd6f06380d61e49c
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:15487660
DOI:10.18637/jss.v091.i07