Statements (20)
Predicate | Object |
---|---|
gptkbp:instanceOf |
activation function
|
gptkbp:abbreviation |
gptkb:ELU
|
gptkbp:contrastsWith |
gptkb:ReLU
gptkb:Leaky_ReLU gptkb:Parametric_ReLU |
gptkbp:differentiable |
yes
|
gptkbp:form |
x if x > 0, alpha*(exp(x)-1) if x <= 0
|
https://www.w3.org/2000/01/rdf-schema#label |
Exponential Linear Unit
|
gptkbp:introduced |
gptkb:Djork-Arné_Clevert
2015 |
gptkbp:output_range |
(-alpha, infinity)
|
gptkbp:parameter |
alpha
|
gptkbp:publishedIn |
gptkb:arXiv:1511.07289
|
gptkbp:purpose |
improve learning characteristics of neural networks
|
gptkbp:reduces |
vanishing gradient problem
|
gptkbp:used_in |
convolutional neural networks
deep learning feedforward neural networks |
gptkbp:bfsParent |
gptkb:ReLU
|
gptkbp:bfsLayer |
6
|