Mixed model prediction and small area estimation

J Jiang, P Lahiri - Test, 2006 - Springer
Over the last three decades, mixed models have been frequently used in a wide range of
small area applications. Such models offer great flexibilities in combining information from …

[图书][B] Linear and generalized linear mixed models and their applications

J Jiang, T Nguyen - 2007 - Springer
It has been an amazing time since the publication of the first edition, with vast changes
taking place in the fields of mixed effects models and their applications. At the time when the …

Robust small area estimation: An overview

J Jiang, JS Rao - Annual review of statistics and its application, 2020 - annualreviews.org
A small area typically refers to a subpopulation or domain of interest for which a reliable
direct estimate, based only on the domain-specific sample, cannot be produced due to small …

On parametric bootstrap methods for small area prediction

P Hall, T Maiti - Journal of the Royal Statistical Society Series B …, 2006 - academic.oup.com
The particularly wide range of applications of small area prediction, eg in policy making
decisions, has meant that this topic has received substantial attention in recent years. The …

A course on small area estimation and mixed models

D Morales, MD Esteban, A Pérez, T Hobza - Methods, theory and …, 2021 - Springer
Small area estimation (SAE) is a branch of statistical science that combines methods and
tools of sampling and inference in finite populations, statistical models with random effects …

Estimation of the mean squared error of predictors of small area linear parameters under a logistic mixed model

W González-Manteiga, MJ Lombardía, I Molina… - … statistics & data analysis, 2007 - Elsevier
An accuracy measure (mean squared error, MSE) is necessary when small area estimators
of linear parameters are provided. Even in the case when such estimators arise from the …

Empirical best prediction under unit-level logit mixed models

T Hobza, D Morales - Journal of official statistics, 2016 - journals.sagepub.com
The article applies unit-level logit mixed models to estimating small-area weighted sums of
probabilities. The model parameters are estimated by the method of simulated moments …

[图书][B] Asymptotic analysis of mixed effects models: theory, applications, and open problems

J Jiang - 2017 - taylorfrancis.com
Large sample techniques are fundamental to all fields of statistics. Mixed effects models,
including linear mixed models, generalized linear mixed models, non-linear mixed effects …

Empirical best prediction under area-level Poisson mixed models

M Boubeta, MJ Lombardía, D Morales - Test, 2016 - Springer
The paper studies the applicability of area-level Poisson mixed models to estimate small
area counting indicators. Among the available procedures for fitting generalized linear …

Semiparametric small area estimation for binary outcomes with application to unemployment estimation for local authorities in the UK

R Chambers, N Salvati, N Tzavidis - Journal of the Royal …, 2016 - academic.oup.com
A new semiparametric and robust approach to small area estimation for discrete outcomes is
proposed. The methodology represents an efficient and easily computed alternative to …