ar X iv : c on d - m at / 9 60 11 22 v 1 2 5 Ja n 19 96 Learning and Generalization Theories of Large Committee – Machines

نویسنده

  • Riccardo Zecchina
چکیده

The study of the distribution of volumes associated to the internal representations of learning examples allows us to derive the critical learning capacity (αc = 16 π √ lnK) of large committee machines, to verify the stability of the solution in the limit of a large number K of hidden units and to find a Bayesian generalization cross–over at α = K. PACS Numbers : 05.20 64.60 87.10 Typeset using REVTEX 1

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تاریخ انتشار 1996