Wake-Sleep Algorithm for Unsupervised Neural Networks
GPTKB entity
Statements (19)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:algorithm
|
| gptkbp:citation |
Hinton, G. E., Dayan, P., Frey, B. J., & Neal, R. M. (1995). The wake-sleep algorithm for unsupervised neural networks. Science, 268(5214), 1158-1161.
|
| gptkbp:field |
gptkb:machine_learning
neural networks unsupervised learning |
| https://www.w3.org/2000/01/rdf-schema#label |
Wake-Sleep Algorithm for Unsupervised Neural Networks
|
| gptkbp:inspiredBy |
biological neural networks
|
| gptkbp:introduced |
gptkb:Geoffrey_Hinton
gptkb:Peter_Dayan |
| gptkbp:introducedIn |
1995
|
| gptkbp:period |
sleep phase
wake phase |
| gptkbp:purpose |
learn latent variable models
train generative models |
| gptkbp:relatedTo |
gptkb:convolutional_neural_network
gptkb:Helmholtz_machine |
| gptkbp:sleepPhaseGoal |
adjust recognition weights
|
| gptkbp:uses |
two phases
|
| gptkbp:wakePhaseGoal |
adjust generative weights
|