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mlpack::ann::IdentityFunction Class Reference

The identity function, defined by. More...

Static Public Member Functions

static double deriv (const double)
 Computes the first derivative of the identity function. More...
 
template<typename InputVecType , typename OutputVecType >
static void deriv (const InputVecType &y, OutputVecType &x)
 Computes the first derivatives of the identity function. More...
 
template<typename eT >
static void deriv (const arma::Cube< eT > &y, arma::Cube< eT > &x)
 Computes the first derivatives of the identity function using a 3rd order tensor as input. More...
 
static double fn (const double x)
 Computes the identity function. More...
 
template<typename InputVecType , typename OutputVecType >
static void fn (const InputVecType &x, OutputVecType &y)
 Computes the identity function. More...
 

Detailed Description

The identity function, defined by.

\begin{eqnarray*} f(x) &=& x \\ f'(x) &=& 1 \end{eqnarray*}

Definition at line 28 of file identity_function.hpp.

Member Function Documentation

static double mlpack::ann::IdentityFunction::deriv ( const double  )
inlinestatic

Computes the first derivative of the identity function.

Parameters
xInput data.
Returns
f'(x)

Definition at line 60 of file identity_function.hpp.

template<typename InputVecType , typename OutputVecType >
static void mlpack::ann::IdentityFunction::deriv ( const InputVecType &  y,
OutputVecType &  x 
)
inlinestatic

Computes the first derivatives of the identity function.

Parameters
yInput activations.
xThe resulting derivatives.

Definition at line 72 of file identity_function.hpp.

template<typename eT >
static void mlpack::ann::IdentityFunction::deriv ( const arma::Cube< eT > &  y,
arma::Cube< eT > &  x 
)
inlinestatic

Computes the first derivatives of the identity function using a 3rd order tensor as input.

Parameters
yInput activations.
xThe resulting derivatives.

Definition at line 85 of file identity_function.hpp.

static double mlpack::ann::IdentityFunction::fn ( const double  x)
inlinestatic

Computes the identity function.

Parameters
xInput data.
Returns
f(x).

Definition at line 37 of file identity_function.hpp.

template<typename InputVecType , typename OutputVecType >
static void mlpack::ann::IdentityFunction::fn ( const InputVecType &  x,
OutputVecType &  y 
)
inlinestatic

Computes the identity function.

Parameters
xInput data.
yThe resulting output activation.

Definition at line 49 of file identity_function.hpp.


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