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A series of empirical studies were performed to examine the effect of imposing constraints on constructive cascade neural network architectures. Efﬁcient Constructive Techniques for Training Switching Neural Networks Enrico Ferrari and Marco Muselli Abstract. In this paper a general constructive approach for training neural networks in classiﬁcation problems is presented.