A Course on Small Area Estimation and Mixed Models

A Course on Small Area Estimation and Mixed Models
Author: Domingo Morales
Publisher: Springer Nature
Total Pages: 606
Release: 2021-03-12
Genre: Social Science
ISBN: 3030637573


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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.


A Course on Small Area Estimation and Mixed Models
Language: en
Pages: 606
Authors: Domingo Morales
Categories: Social Science
Type: BOOK - Published: 2021-03-12 - Publisher: Springer Nature

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This advanced textbook explores small area estimation techniques, covers the underlying mathematical and statistical theory and offers hands-on support with the
Small Area Estimation with Linear Mixed Models from Unit-level Panel and Rotating Panel Data
Language: en
Pages: 230
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Categories: Estimation theory
Type: BOOK - Published: 2009 - Publisher:

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Small Area Estimation
Language: en
Pages: 340
Authors: J. N. K. Rao
Categories: Mathematics
Type: BOOK - Published: 2005-02-25 - Publisher: John Wiley & Sons

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An accessible introduction to indirect estimation methods, both traditional and model-based. Readers will also find the latest methods for measuring the variabi
Mixed-Effects Models and Small Area Estimation
Language: en
Pages: 127
Authors: Shonosuke Sugasawa
Categories: Mathematics
Type: BOOK - Published: 2023-02-02 - Publisher: Springer Nature

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This book provides a self-contained introduction of mixed-effects models and small area estimation techniques. In particular, it focuses on both introducing cla
Introduction to Small Area Estimation Techniques
Language: en
Pages: 152
Authors: Asian Development Bank
Categories: Business & Economics
Type: BOOK - Published: 2020-05-01 - Publisher: Asian Development Bank

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This guide to small area estimation aims to help users compile more reliable granular or disaggregated data in cost-effective ways. It explains small area estim