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ActivationFunction Enumeration
Function used to activate neuron.
| Namespace: | AvlNet |
|---|---|
| Assembly: | AVL.NET.TS.dll |
Members
| Member name | Description |
|---|---|
| ArcTan | \( f(x) = \arctan(x)\) |
| Elliot | \( f(x) = \frac{x}{1+|x|}+0.5\) |
| FastSigmoidal | The same as Sigmoidal, but uses optimized exponent function. |
| FastTanh | The same as Tanh, but uses optimized exponent function. |
| Gauss | \( f(x) = e^{-x^{2} }\) |
| Linear | Saturated linear function. \( f(x) = \begin{cases} 1 & \text{if } x > 1 \\ 0 & \text{if } x < 0 \\ x & \text{otherwise} \end{cases}\) |
| Log | Logarithmic function. |
| Sigmoidal | \( f(x) = \frac{1}{1+e^{-x} }\) |
| Step | \( f(x) = \begin{cases} 1 & \text{if } x > 0 \\ 0 & \text{otherwise} \end{cases}\) |
| Tanh | \(f(x) = \tanh(x) = \frac{\exp(2x)-1}{\exp(2x)+1}\) |
