Higher-order artificial neural networks
Technical Report
·
OSTI ID:5726498
The report investigates the storage capacity of an artificial neural network where the state of each neuron depends on quadratic correlations of all other neurons, i.e. a third order network. This is in contrast to a standard Hopfield network where the state of each single neuron depends on the state on every other neuron, without any correlations. The storage capacity of a third order network is larger than that for standard Hopfield by one order of N. However, the number of connections is also larger by an order of N. It is shown that the storage capacity per connection is identical for standard Hopfield and for this third order network.
- Research Organization:
- Foersvarets Forskningsanstalt, Linkoeping (Sweden). Huvudavdelning foer Informationsteknologi
- OSTI ID:
- 5726498
- Report Number(s):
- PB-91-165316/XAB; FOA-C--30574-3.4
- Country of Publication:
- United States
- Language:
- English
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