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Due to this learning, factors become the attractors of network dynamics, hence they can be revealed by the random search. The neurodynamics is analyzed by Single-Step approximation, which is known [1] to be rather accurate for sparsely encoded Hopfield network. Thus, the analysis is restricted by the case of sparsely encoded factors. The accuracy of Single-Step approximation is confirmed by computer simulations.
When the programmable digital computer was born shortly before mid-century, there was little reason to expect that it would someday be used to write letters, keep track of supermarket inventories, run financial networks, make medical diagnoses, help design automobiles, play games, deliver e-mail and photographs across the Internet, orchestrate battles, guide humans to the moon, create special effects for movies, or teach a novice to type...
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