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cond-mat.dis-nn1996
Storage capacity of correlated perceptrons
D. Malzahn, A. Engel, I. Kanter
We consider an ensemble of single-layer perceptrons exposed to random inputs and investigate the conditions under which the couplings of these perceptrons can be chosen such th…
cond-mat1996
On the VC-dimension of neural networks with binary weights
S. Mertens, A. Engel
We investigate the VC-dimension of the perceptron and simple two-layer networks like the committee- and the parity-machine with weights restricted to values . For binary inpu…
cond-mat.dis-nn1996
Multifractality and percolation in the coupling space of perceptrons
M. Weigt, A. Engel
The coupling space of perceptrons with continuous as well as with binary weights gets partitioned into a disordered multifractal by a set of random input patterns. The multi…