STUDY OF A GROWTH ALGORITHM FOR A FEEDFORWARD NETWORK

Author:

Nadal Jean-Pierre1

Affiliation:

1. Laboratoire de Physique Statistique (Laboratoire associé au C.N.R.S., U.R.A. 0731, et à l'Université Paris VI), Ecole Normale Supérieure, 24 rue Lhomond, F-75231 Paris Cedex 05, France

Abstract

We study an algorithm for a feedforward network which is similar in spirit to the Tiling algorithm recently introduced: the hidden units are added one by one until the network performs the desired task, and convergence is guaranteed. The difference is in the architecture of the network, which is more constrained here. Numerical tests show performances similar to that of the Tiling algorithm, although the total number of couplings in general grows faster.

Publisher

World Scientific Pub Co Pte Lt

Subject

Computer Networks and Communications,General Medicine

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