A Course on Small Area Estimation and Mixed Models von Domingo Morales | Methods, Theory and Applications in R | ISBN 9783030637590

A Course on Small Area Estimation and Mixed Models

Methods, Theory and Applications in R

von Domingo Morales, María Dolores Esteban, Agustín Pérez und Tomáš Hobza
Mitwirkende
Autor / AutorinDomingo Morales
Autor / AutorinMaría Dolores Esteban
Autor / AutorinAgustín Pérez
Autor / AutorinTomáš Hobza
Buchcover A Course on Small Area Estimation and Mixed Models | Domingo Morales | EAN 9783030637590 | ISBN 3-030-63759-X | ISBN 978-3-030-63759-0

A Course on Small Area Estimation and Mixed Models

Methods, Theory and Applications in R

von Domingo Morales, María Dolores Esteban, Agustín Pérez und Tomáš Hobza
Mitwirkende
Autor / AutorinDomingo Morales
Autor / AutorinMaría Dolores Esteban
Autor / AutorinAgustín Pérez
Autor / AutorinTomáš Hobza

This advanced textbook explores small area estimation techniques, covers the underlying mathematical and statistical theory and offers hands-on support with their implementation. It presents the theory in a rigorous way and compares and contrasts various statistical methodologies, helping readers understand how to develop new methodologies for small area estimation. It also includes numerous sample applications of small area estimation techniques. The underlying R code is provided in the text and applied to four datasets that mimic data from labor markets and living conditions surveys, where the socioeconomic indicators include the small area estimation of total unemployment, unemployment rates, average annual household incomes and poverty indicators. Given its scope, the book will be useful for master and PhD students, and for official and other applied statisticians.