Disambiguation evidence for Hopfield networks via surface form
"Hopfield network"
As subject (50)
Triples where this entity appears as subject under the
label "Hopfield network".
| Predicate | Object |
|---|---|
| belongsToField | computational neuroscience ⓘ |
| belongsToField | machine learning ⓘ |
| belongsToField | neural networks ⓘ |
| belongsToField | statistical physics ⓘ |
| convergesTo | local energy minima ⓘ |
| dynamicsMinimize | energy function ⓘ |
| hasActivationFunction | sign function ⓘ |
| hasActivationFunction | threshold function ⓘ |
| hasApproximateCapacity | 0.138N for random uncorrelated patterns ⓘ |
| hasCapacityProperty | storage capacity proportional to number of neurons ⓘ |
| hasConnectionType | no self-connections ⓘ |
| hasConnectionType | symmetric weights ⓘ |
| hasEnergyFunction | Lyapunov function ⓘ |
| hasLearningRule | Hebbian learning ⓘ |
| hasLearningRule | outer-product rule ⓘ |
| hasLimitation | limited storage capacity ⓘ |
| hasLimitation | sensitivity to correlated patterns ⓘ |
| hasLimitation | spurious attractors ⓘ |
| hasMathematicalRepresentation | binary quadratic form energy ⓘ |
| hasNodeType | Ising spin ⓘ |
| hasNodeType | binary neuron ⓘ |
| hasProperty | guaranteed convergence under symmetric weights and asynchronous updates ⓘ |
| hasStateSpace | binary vectors ⓘ |
| hasTopology | fully connected network ⓘ |
| hasUpdateDynamics | deterministic dynamics ⓘ |
| hasUpdateRule | asynchronous update ⓘ |
| hasUpdateRule | synchronous update ⓘ |
| hasVariant |
Hopfield networks
self-linksurface differs
ⓘ
surface form:
continuous Hopfield network
|
| hasVariant |
Hopfield networks
self-linksurface differs
ⓘ
surface form:
modern Hopfield network
|
| hasVariant | stochastic Hopfield network ⓘ |
| instanceOf | associative memory model ⓘ |
| instanceOf | content-addressable memory system ⓘ |
| instanceOf | recurrent artificial neural network ⓘ |
| introducedBy | John Hopfield ⓘ |
| introducedInYear | 1982 ⓘ |
| isRelatedTo |
Boltzmann machines
ⓘ
surface form:
Boltzmann machine
|
| isRelatedTo |
Ising models
ⓘ
surface form:
Ising Hopfield model
|
| isRelatedTo |
Ising models
ⓘ
surface form:
Ising model
|
| isRelatedTo | spin glass theory ⓘ |
| isUsedFor | associative memory tasks ⓘ |
| isUsedFor | combinatorial optimization ⓘ |
| isUsedFor | constraint satisfaction ⓘ |
| isUsedFor | optimization ⓘ |
| namedAfter | John Hopfield ⓘ |
| stableStatesRepresent | stored patterns ⓘ |
| supports | associative recall ⓘ |
| supports | content-addressable memory ⓘ |
| supports | error correction ⓘ |
| supports | pattern completion ⓘ |
| supports | robust retrieval from noisy inputs ⓘ |