Journal of Computational and Graphical Statistics, Vol. 21, No. 4 (December 2012), pp. 940-960 (21 pages) Undirected graphical models are widely used in statistics, physics, and machine vision.
Stochastic reduced models are an important tool in climate systems whose many spatial and temporal scales cannot be fully discretized or underlying physics may not be fully accounted for. One form of ...
Bayesian field theory denotes a nonparametric Bayesian approach for learning functions from observational data. Based on the principles of Bayesian statistics, a particular Bayesian field theory is ...
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