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Contributed Papers

Bayesian Spatial Modeling and Applications

Wed, Aug 5, 10:30 AM - 12:20 PM Room CC-107B Thomas M. Menino Convention & Exhibition Center

Phil EversonChair

Section on Bayesian Statistical Science

7 Presentations

Scalable Default Bayesian Analysis of Multivariate Random Fields

10:35 AM - 10:50 AM

Co-authors: Wenbo Wu (The University of Texas at San Antonio), Victor De Oliveira (University of Texas At San Antonio)

Gaussian random field Integrated likelihood Multivariate Geostatistics Proportional correlation model Reference prior

Exploring Intrinsic Gaussian Processes as Priors for Estimation Problems

10:50 AM - 11:05 AM

Colby Stakun-Pickering

Co-authors: Jared Clark, David Higdon (Virginia Tech), Leanna House (Virginia Tech), Christopher Beattie (Virginia Tech - Mathematics)

Gaussian Processes Intrinsic Gaussian Processes Bayesian Estimation Problems Spatial Statistics Improper Priors Computational Methods

Scalable Spatial Point Process Models for Large-Scale Forensic Footwear Databases

11:05 AM - 11:20 AM

Co-authors: Neil Spencer (University of Connecticut), Dipak Dey (University of Connecticut)

Forensic Data Analysis Hierarchical Bayesian Model Latent Gaussian Model Spatial distribution Uncertainty quantification Gaussian Process

Bayesian Treed Autoregressive Fusion Models for Spatially-Varying Coefficients.

11:20 AM - 11:35 AM

Matthew Shisler

Co-authors: Brian Reich (North Carolina State University), Erin Schliep (North Carolina State University)

Bayesian methods spatial statistics fusion priors tree-based models

Bayesian spatial+: A joint model perspective

11:35 AM - 11:50 AM

Co-authors: Paul Wiemann (The Ohio State University)

Spatial confounding Bayesian hierarchical modeling Spatial statistics Cut-feedback inference

Small Area Estimation for Asthma Prevalence Rate in Georgia

11:50 AM - 12:05 PM

Shailendra Banerjee (Centers for Disease Control and Prevention)

Asthma Auxiliary Information Linear Mixed Model Small area estimation environment-sensitive chronic condition

Hierarchical Bayesian Model Averaging for Small Area Estimation under Model Uncertainty

12:05 PM - 12:20 PM

Bayesian model averaging Bias and variance Small area estimation Cancer risk estimation

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