where θ = the unknown parameter, π (θ) = the prior distribution, y = the experimentaldata, and f(y|θ) = the likelihood function. The application of Bayesian methods to neu-ral networks was first reported in the early 1990s (e.g., Buntine and Weigend, 1991;
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