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05/31/2023
Deep learning and MCMC with aggVAE for shifting administrative boundaries: mapping malaria prevalence in Kenya
Model-based disease mapping remains a fundamental policy-informing tool ...
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04/09/2023
PriorCVAE: scalable MCMC parameter inference with Bayesian deep generative modelling
In applied fields where the speed of inference and model flexibility are...
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10/20/2021
Encoding spatiotemporal priors with VAEs for small-area estimation
Gaussian processes (GPs), implemented through multivariate Gaussian dist...
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05/23/2020