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mlpack::ann::LecunNormalInitialization Class Reference

This class is used to initialize weight matrix with the Lecun Normalization initialization rule. More...

#include <lecun_normal_init.hpp>

Public Member Functions

 LecunNormalInitialization ()
 Initialize the LecunNormalInitialization object.
 
template<typename eT >
void Initialize (arma::Mat< eT > &W, const size_t rows, const size_t cols)
 Initialize the elements of the weight matrix with the Lecun Normal initialization rule. More...
 
template<typename eT >
void Initialize (arma::Mat< eT > &W)
 Initialize the elements of the weight matrix with the Lecun Normal initialization rule. 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 Lecun Normal initialization rule. More...
 
template<typename eT >
void Initialize (arma::Cube< eT > &W)
 Initialize the elements of the specified weight 3rd order tensor with Lecun Normal initialization rule. More...
 

Detailed Description

This class is used to initialize weight matrix with the Lecun Normalization initialization rule.

For more information, the following papers can be referred to:

@inproceedings{Klambauer2017,
itle = {Self-Normalizing Neural Networks.},
author = {Klambauer, Günter and Unterthiner, Thomas
and Mayr, Andreas and Hochreiter, Sepp},
pages = {972-981},
year = {2017}
}
@inproceedings{LeCun1998,
title = {Efficient BackProp},
author = {LeCun, Yann and Bottou, L{\'e}on and Orr, Genevieve B.
and M\"{u}ller, Klaus-Robert},
year = {1998},
pages = {9--50}
}

Member Function Documentation

◆ Initialize() [1/4]

template<typename eT >
void mlpack::ann::LecunNormalInitialization::Initialize ( arma::Mat< eT > &  W,
const size_t  rows,
const size_t  cols 
)
inline

Initialize the elements of the weight matrix with the Lecun Normal initialization rule.

Parameters
WWeight matrix to initialize.
rowsNumber of rows.
colsNumber of columns.

◆ Initialize() [2/4]

template<typename eT >
void mlpack::ann::LecunNormalInitialization::Initialize ( arma::Mat< eT > &  W)
inline

Initialize the elements of the weight matrix with the Lecun Normal initialization rule.

Parameters
WWeight matrix to initialize.

◆ Initialize() [3/4]

template<typename eT >
void mlpack::ann::LecunNormalInitialization::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 Lecun Normal initialization rule.

Parameters
WWeight matrix to initialize.
rowsNumber of rows.
colsNumber of columns.
slicesNumber of slices.

◆ Initialize() [4/4]

template<typename eT >
void mlpack::ann::LecunNormalInitialization::Initialize ( arma::Cube< eT > &  W)
inline

Initialize the elements of the specified weight 3rd order tensor with Lecun Normal initialization rule.

Parameters
WWeight matrix to initialize.

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