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cond-mat1996★ 10 cited
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-mat1996★ 2 cited
On the Vapnik-Chervonenkis dimension of the Ising-perceptron
S. Mertens
The VC dimension of the Ising perceptron with binary patterns is calculated by numerical enumerations for system sizes N <= 31. It is significantly larger than N/2. The data sugges…