12 search results - page 1 / 3 » Statistical estimation of the number of hidden units for fee... |
NN
1998
Springer
13 years 4 months ago
1998
Springer
The number of required hidden units is statistically estimated for feedforward neural networks that are constructed by adding hidden units one by one. The output error decreases w...
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...
ESANN
2000
13 years 6 months ago
2000
In statistical modelling, an investigator must often choose a suitable model among a collection of viable candidates. There is no consensus in the research community on how such a...
NN
1998
Springer
13 years 4 months ago
1998
Springer
There are many applications of multilayer neural networks to pattern classification problems in the engineering field. Recently, it has been shown that Bayes a posteriori probab...
KAIS
2000
13 years 4 months ago
2000
In this paper, a fast adaptive neural network classifier named FANNC is proposed. FANNC exploits the advantages of both adaptive resonance theory and field theory. It needs only on...