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stat.AP2020
Privacy for Spatial Point Process Data
Adam Walder, Ephraim M. Hanks, Aleksandra Slavković
In this work we develop methods for privatizing spatial location data, such as spatial locations of individual disease cases. We propose two novel Bayesian methods for generating s…
stat.AP2019
Bayesian Analysis of Spatial Generalized Linear Mixed Models with Laplace Random Fields
Adam Walder, Ephraim M. Hanks
Gaussian random field (GRF) models are widely used in spatial statistics to capture spatially correlated error. We investigate the results of replacing Gaussian processes with Lapl…