mlpack::ann::OrthogonalInitialization Class Reference

This class is used to initialize the weight matrix with the orthogonal matrix initialization. More...

#include <orthogonal_init.hpp>

Public Member Functions
	OrthogonalInitialization (const double gain=1.0)
	Initialize the orthogonal matrix initialization rule with the given gain. More...
template<typename eT >
void	Initialize (arma::Mat< eT > &W, const size_t rows, const size_t cols)
	Initialize the elements of the specified weight matrix with the orthogonal matrix initialization method. More...
template<typename eT >
void	Initialize (arma::Mat< eT > &W)
	Initialize the elements of the specified weight matrix with the orthogonal matrix initialization method. More...
template<typename eT >
void	Initialize (arma::Cube< eT > &W, const size_t rows, const size_t cols, const size_t slices)
	Initialize the elements of the specified weight 3rd order tensor with the orthogonal matrix initialization method. More...
template<typename eT >
void	Initialize (arma::Cube< eT > &W)
	Initialize the elements of the specified weight 3rd order tensor with the orthogonal matrix initialization method. More...

Detailed Description

This class is used to initialize the weight matrix with the orthogonal matrix initialization.

Constructor & Destructor Documentation

OrthogonalInitialization()

mlpack::ann::OrthogonalInitialization::OrthogonalInitialization ( const double  gain = 1.0 )

inline

Initialize the orthogonal matrix initialization rule with the given gain.

Parameters

gain	The gain value.

Member Function Documentation

Initialize() [1/4]

template<typename eT >

void mlpack::ann::OrthogonalInitialization::Initialize ( arma::Mat< eT > &  W, const size_t  rows, const size_t  cols  )

inline

Initialize the elements of the specified weight matrix with the orthogonal matrix initialization method.

Parameters

W	Weight matrix to initialize.
rows	Number of rows.
cols	Number of columns.

Initialize() [2/4]

template<typename eT >

void mlpack::ann::OrthogonalInitialization::Initialize ( arma::Mat< eT > &  W )

inline

Initialize the elements of the specified weight matrix with the orthogonal matrix initialization method.

Parameters

W	Weight matrix to initialize.

Initialize() [3/4]

template<typename eT >

void mlpack::ann::OrthogonalInitialization::Initialize ( arma::Cube< eT > &  W, const size_t  rows, const size_t  cols, const size_t  slices  )

inline

Initialize the elements of the specified weight 3rd order tensor with the orthogonal matrix initialization method.

Parameters

W	Weight matrix to initialize.
rows	Number of rows.
cols	Number of columns.
slices	Number of slices.

Initialize() [4/4]

template<typename eT >

void mlpack::ann::OrthogonalInitialization::Initialize ( arma::Cube< eT > &  W )

inline

Initialize the elements of the specified weight 3rd order tensor with the orthogonal matrix initialization method.

Parameters

W	Weight matrix to initialize.

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

• src/mlpack/methods/ann/init_rules/orthogonal_init.hpp