Bayesian approaches to issues arising in spatial modelling

(2017) Bayesian approaches to issues arising in spatial modelling. PhD by Publication, Queensland University of Technology.

Description

This thesis addressed several contemporary issues arising in the analysis of spatial data and the broader statistical methodology. Two state-of-the-art statistical models are developed for the purpose of identifying unusual trends, a new algorithm to deal with label switching is devised which outperforms existing solutions, and new approaches to spatial smoothing are explored. The outcomes from this thesis should be of interest to managers in the health sector, biostatisticians, and researchers who deal with spatial data.

Impact and interest:

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ID Code: 112356
Item Type: QUT Thesis (PhD by Publication)
Supervisor: Mengersen, Kerrie & White, Nicole
Keywords: Spatial, Spatio-temporal, Bayesian, Mixture model, Label switching, Cancer, Mammography screening, Epidemiology, Smoothing, Covariate space
DOI: 10.5204/thesis.eprints.112356
Divisions: Past > QUT Faculties & Divisions > Science & Engineering Faculty
Current > Schools > School of Mathematical Sciences
Institution: Queensland University of Technology
Deposited On: 02 Nov 2017 05:29
Last Modified: 02 Nov 2017 05:29