Titlebook: Case Studies in Applied Bayesian Data Science; CIRM Jean-Morlet Cha Kerrie L. Mengersen,Pierre Pudlo,Christian P. Robe Book 2020 The Editor

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Spatio-Temporal Analysis of Dengue Fever in Makassar Indonesia: A Comparison of Models Based on CARB model for Makassar dengue dataset.. Six different Bayesian spatio-temporal conditional autoregressive (ST CAR) models were compared in the context of a substantive case study, namely annual dengue fever incidence in 14 geographic areas of Makassar, Indonesia, during 2002–2015. The candidate models

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A Comparison of Bayesian Spatial Models for Cancer Incidence at a Small Area Level: Theory and Perfoe dramatic impact of model choice on posterior estimates. The BYM, Leroux and some local smoothing models performed well in the sparse simulated dataset, while centroid-based smoothing models such as geostatistical or P-spline models were less effective, suggesting they are unlikely to succeed unles

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Bayesian Modelling to Assist Inference on Health Outcomes in Occupational Health Surveillanceviduals and worker groups; (3) identify risk of chronic conditions in individuals. .: A Bayesian hierarchical model was developed to provide individual and group level estimates and inferences for health outcomes, FEV1%, BMI, and Diastolic and Systolic blood pressure. .: We identified individuals wi

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Bayesian Learning of Biodiversity Models Using Repeated Observationsdels with uninformed priors with models built using the same predictors and observations, but which accumulated information through time via the inclusion of informed priors calculated from previous observation years. Advantages of using informed priors in these models included (1) down-weighting th

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Thresholds of Coral Cover That Support Coral Reef Biodiversitycommunity structure, we used the probability of coral cover being above some ecological threshold values as a proxy for potential disruptions of fish community structure. Threshold values were derived from published field studies that estimated changes in the structure of coral-reef fish communities

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0075-8434 lenges and hence draws from the suite of research a bespoke solution...The book will be useful for both theoretical and applied statisticians, as well as practitioners, to inspect these solutions in the context978-3-030-42552-4978-3-030-42553-1Series ISSN 0075-8434 Series E-ISSN 1617-9692