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QuoteRef: hopfJJ4_1982

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ThesaHelp:
references g-h
Topic:
artificial neuron nets
Topic:
metaphysics and epistemology
Topic:
thought is computational
Topic:
philosophy of mind
Topic:
associative memory

Reference

Hopfield, J.J., "Neural networks and physical systems with emergent collective computational abilities", Proceedings of the National Academy of Sciences, Biophysics, 79, pp. 2554-2558, April 1982. Google

Other Reference

p. 7-19 in Hey, A.J.G. (ed), Feynman and Computation, Reading Massachusetts: Perseus Books, 1999.

Quotations
2554 ;;Quote: can regard a physical system as a content-addressable memory, if it has many locally stable states; also need to create stable states
2554 ;;Quote: Hopfield's model for content addressable memory consists of neurons that fire with some mean attempt rate
2554 ;;Quote: Hopfield's model differs from Perceptrons by strong back-coupling, emergent computational properties, and asynchronous operation
2556 ;;Quote: Hopfield's networks perform abstract calculations on coded inputs; feature extraction should be already performed
2556 ;;Quote: a neuron net has stable limit points like an Ising model; phase space is dominated by attractors that represent memories
2556 ;;Quote: by raising the threshold can make 0000 represent all unfamiliar states
17 ;;Quote: collective, computational properties can arise from a network of simple neurons and little structure
17+;;Quote: memories are gestalts recalled from a subpart; ambiguities resolved statistically
2558 ;;Quote: brains must be made from a proliferation of simple, well-defined circuits
2558+;;Quote: from large numbers of simple processing elements, get spontaneous emergence of complex computational capabilities


Related Topics up

ThesaHelp: references g-h (299 items)
Topic: artificial neuron nets (29 items)
Topic: metaphysics and epistemology (65 items)
Topic: thought is computational (55 items)
Topic: philosophy of mind (74 items)
Topic: associative memory (5 items)

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