shark::NormalizerNeuron< VectorType > Struct Template Reference

Normalizes the sum of inputs to one. More...

#include <shark/Models/NeuronLayers.h>

Classes
struct	State

Public Member Functions
template<class Arg , class Device >
void	evalInPlace (blas::vector_expression< Arg, Device > &arg) const
template<class Arg , class Device >
void	evalInPlace (blas::matrix_expression< Arg, Device > &arg) const
template<class Arg , class Device >
void	evalInPlace (blas::matrix_expression< Arg, Device > &arg, State &state) const
template<class Output , class Derivative >
void	multiplyDerivative (Output const &output, Derivative &der, State const &s) const

Detailed Description

template<class VectorType = RealVector>
struct shark::NormalizerNeuron< VectorType >

Normalizes the sum of inputs to one.

\[ f_i(x)= x_i \ \sum_j x_j \]

Normalization will reinterpret the input as probabilities. Therefore no negative valeus are allowed.

Definition at line 174 of file NeuronLayers.h.

Member Function Documentation

evalInPlace() [1/3]

template<class VectorType = RealVector>

template<class Arg , class Device >

void shark::NormalizerNeuron< VectorType >::evalInPlace ( blas::matrix_expression< Arg, Device > &  arg ) const

inline

Definition at line 189 of file NeuronLayers.h.

evalInPlace() [2/3]

template<class VectorType = RealVector>

template<class Arg , class Device >

void shark::NormalizerNeuron< VectorType >::evalInPlace ( blas::matrix_expression< Arg, Device > &  arg, State &  state  ) const

inline

Definition at line 194 of file NeuronLayers.h.

References shark::NormalizerNeuron< VectorType >::State::norm.

evalInPlace() [3/3]

template<class VectorType = RealVector>

template<class Arg , class Device >

void shark::NormalizerNeuron< VectorType >::evalInPlace ( blas::vector_expression< Arg, Device > &  arg ) const

inline

Definition at line 184 of file NeuronLayers.h.

multiplyDerivative()

template<class VectorType = RealVector>

template<class Output , class Derivative >

void shark::NormalizerNeuron< VectorType >::multiplyDerivative ( Output const &  output, Derivative &  der, State const &  s  ) const

inline

Definition at line 201 of file NeuronLayers.h.

References shark::NormalizerNeuron< VectorType >::State::norm.

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

• include/shark/Models/NeuronLayers.h