5 search results - page 1 / 1 » Capacity of Two-Layer Feedforward Neural Networks with Binar... |
TIT
1998
13 years 4 months ago
1998
— The lower and upper bounds for the information capacity of two-layer feedforward neural networks with binary interconnections, integer thresholds for the hidden units, and zero...
ISCI
1998
13 years 4 months ago
1998
We report new results on the corner classification approach to training feedforward neural networks. It is shown that a prescriptive learning procedure where the weights are simp...
JMLR
2006
13 years 4 months ago
2006
This paper introduces a learning method for two-layer feedforward neural networks based on sensitivity analysis, which uses a linear training algorithm for each of the two layers....
NCA
2006
IEEE
13 years 4 months ago
2006
IEEE
The use of multilayer perceptrons (MLP) with threshold functions (binary step function activations) greatly reduces the complexity of the hardware implementation of neural networks...
TNN
1998
13 years 4 months ago
1998
Abstract—This paper investigates threshold based neural networks for periodic symmetric Boolean functions and some related operations. It is shown that any n-input variable perio...