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A Course on Small Area Estimation and Mixed Models

A Course on Small Area Estimation and Mixed Models : Methods, Theory and Applications in R. 2021 ed..

・ISBN 978-3-030-63759-0 paper EUR 79.99

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お気に入り
著者・編者Morales, Domingo / Esteban, Maria Dolores / Perez, Agustin / Hobza, Tomas,
シリーズStatistics for Social and Behavioral Sciences
出版社(Springer Nature Switzerland AG, SZ)
出版年月2022
ページ数599 pp.
言語ENG
ニュース番号<M25-14772>

解説

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.