Statements (18)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
learning rule
|
| gptkbp:advantage |
increases storage capacity
reduces spurious states |
| gptkbp:appliesTo |
gptkb:Hopfield_networks
|
| gptkbp:citation |
Storkey, A. J., & Valabregue, R. (1999). The basins of attraction of a new Hopfield learning rule. Neural Networks, 12(6), 869-876.
|
| gptkbp:contrastsWith |
Hebbian learning rule
|
| gptkbp:field |
gptkb:machine_learning
neural networks |
| https://www.w3.org/2000/01/rdf-schema#label |
Storkey Learning Rule
|
| gptkbp:proposedBy |
gptkb:Amos_Storkey
|
| gptkbp:purpose |
improve memory capacity in Hopfield networks
|
| gptkbp:relatedTo |
energy minimization
associative memory |
| gptkbp:type |
local learning rule
|
| gptkbp:updateFormula |
Δw_ij = (1/N)[x_i x_j - x_i h_j - h_i x_j]
|
| gptkbp:yearProposed |
1997
|
| gptkbp:bfsParent |
gptkb:Amos_Storkey
|
| gptkbp:bfsLayer |
7
|