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Adaptive Bayesian Nonparametric Smoothing with Markov Random Fields and Shrinkage Priors
The need to estimate unknown functions or surfaces arises in many disciplines in science and there are many statistical methods available to do this. Our interest lies in using Bayesian nonparametric approaches to estimate unknown functions. One such approach to nonparametric estimation is based on the Gaussian Markov random ...