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A large initial architecture allows the network to converge reasonably quickly, with less sensitivity to local minima and the initial network size. Larger networks have more functional flexibility, and are guaranteed to learn the input-output mapping with the desired degree of accuracy. Due to the larger functional flexibility, pruning weights and units from a larger network may give rise to a better fit of the underlying function, hence better generalization [Moody 1994]. A more elaborate discussion of pruning techniques is given next, with the main objective of presenting a flavor of the techniques available to prune NN architectures. For more detailed discussions, the reader is referred to the given references. 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