Accounting for survey design in Bayesian disaggregation of survey-based areal estimates of proportions: an application to the American Community Survey

DOI10.1214/21-AOAS1585zbMath1498.62316arXiv2112.06802MaRDI QIDQ2080736

Veronica J. Berrocal, Marco H. Benedetti, Roderick J. A. Little

Publication date: 10 October 2022

Published in: The Annals of Applied Statistics (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2112.06802

zbMATH Keywords

Bayesian hierarchical modelmulti-resolution approximationAmerican Community Surveylatent spatiotemporal processspatiotemporal change of support problemsurvey-based estimates

Mathematics Subject Classification ID

Inference from spatial processes (62M30) Applications of statistics to social sciences (62P25) Bayesian inference (62F15) Sampling theory, sample surveys (62D05)

Uses Software

• spBayes

Cites Work

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• New important developments in small area estimation
• Bayesian nonparametric multiresolution estimation for the American Community Survey
• A bivariate space-time downscaler under space and time misalignment
• Small area estimation: the EBLUP estimator based on spatially correlated random area effects
• Weak convergence and optimal scaling of random walk Metropolis algorithms
• Penalising model component complexity: a principled, practical approach to constructing priors
• A case study competition among methods for analyzing large spatial data
• Simultaneous Credible Bands for Latent Gaussian Models
• The Well-Calibrated Bayesian
• Model-Based Geostatistics
• On the change of support problem for spatio-temporal data
• Combining Incompatible Spatial Data
• Small area estimation of mean price of habitation transaction using time-series and cross-sectional area-level models
• Conjugate Bayes for probit regression via unified skew-normal distributions
• Bayesian Analysis of Binary and Polychotomous Response Data
• Bayesian Inference for Logistic Models Using Pólya–Gamma Latent Variables