Statements (25)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
recurrent neural network architecture
|
| gptkbp:abbreviation |
gptkb:ESN
|
| gptkbp:application |
gptkb:signal_processing
time series prediction system identification |
| gptkbp:component |
gptkb:reservoir
input layer output layer |
| gptkbp:field |
gptkb:artificial_intelligence
gptkb:machine_learning |
| https://www.w3.org/2000/01/rdf-schema#label |
Echo State Networks
|
| gptkbp:introduced |
gptkb:Herbert_Jaeger
|
| gptkbp:introducedIn |
2001
|
| gptkbp:keyProperty |
echo state property
|
| gptkbp:notablePublication |
A Tutorial on Training Recurrent Neural Networks, Part I: Introduction to Echo State Networks (Herbert Jaeger, 2002)
|
| gptkbp:property |
nonlinear dynamics
fast training randomly connected hidden layer sparse connectivity |
| gptkbp:relatedTo |
reservoir computing
liquid state machines |
| gptkbp:trainer |
output weights trained
reservoir weights fixed |
| gptkbp:bfsParent |
gptkb:Herbert_Jaeger
|
| gptkbp:bfsLayer |
7
|