mlpack::ann::MishFunction Class Reference

The Mish function, defined by. More...

#include <mish_function.hpp>

Static Public Member Functions
static double	Fn (const double x)
	Computes the Mish function. More...
template<typename InputVecType , typename OutputVecType >
static void	Fn (const InputVecType &x, OutputVecType &y)
	Computes the Mish function. More...
static double	Deriv (const double y)
	Computes the first derivative of the Mish function. More...
template<typename InputVecType , typename OutputVecType >
static void	Deriv (const InputVecType &y, OutputVecType &x)
	Computes the first derivatives of the Mish function. More...

Detailed Description

The Mish function, defined by.

\begin{eqnarray*} f(x) = x * tanh(ln(1+e^x)) f'(x) = tanh(ln(1+e^x)) + x * ((1 - tanh^2(ln(1+e^x))) * frac{1}{1 + e^{-x}}) \end{eqnarray*}

Member Function Documentation

Deriv() [1/2]

static double mlpack::ann::MishFunction::Deriv ( const double  y )

inlinestatic

Computes the first derivative of the Mish function.

Parameters

y	Input data.

Returns

f'(x)

Deriv() [2/2]

template<typename InputVecType , typename OutputVecType >

static void mlpack::ann::MishFunction::Deriv ( const InputVecType &  y, OutputVecType &  x  )

inlinestatic

Computes the first derivatives of the Mish function.

Parameters

y	Input data.
x	The resulting derivatives.

Fn() [1/2]

static double mlpack::ann::MishFunction::Fn ( const double  x )

inlinestatic

Computes the Mish function.

Parameters

x	Input data.

Returns

f(x).

Fn() [2/2]

template<typename InputVecType , typename OutputVecType >

static void mlpack::ann::MishFunction::Fn ( const InputVecType &  x, OutputVecType &  y  )

inlinestatic

Computes the Mish function.

Parameters

x	Input data.
y	The resulting output activation.

---

The documentation for this class was generated from the following file:

• src/mlpack/methods/ann/activation_functions/mish_function.hpp