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It has remained an open question whether there exist product unit
networks with constant depth that have superlinear VC dimension. In
this paper we give an answer by constructing two-hidden-layer
networks with this property. We further show that the pseudo
dimension of a single product unit is linear. These results bear
witness to the cooperative effects on the computational capabilities
of product unit networks as they are used in practice.
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