mlpack_amf (3)

Mlpack::amf -

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  4. mlpack_amf: Mlpack::amf -
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  4. mlpack_amf: Mlpack::amf -

SYNOPSIS

Classes

class AMF

This class implements AMF (alternating matrix factorization) on the given matrix V. class CompleteIncrementalTermination

class IncompleteIncrementalTermination

class NMFALSUpdate

The alternating least square update rules of matrices W and H. class NMFMultiplicativeDistanceUpdate

The multiplicative distance update rules for matrices W and H. class NMFMultiplicativeDivergenceUpdate

class RandomAcolInitialization

This class initializes the W matrix of the NMF algorithm by averaging p randomly chosen columns of V. class RandomInitialization

class SimpleResidueTermination

class SimpleToleranceTermination

class SVDBatchLearning

class SVDCompleteIncrementalLearning

class SVDCompleteIncrementalLearning< arma::sp_mat >

class SVDIncompleteIncrementalLearning

class ValidationRMSETermination

Functions

template<> void SVDBatchLearning::HUpdate< arma::sp_mat > (const arma::sp_mat &V, const arma::mat &W, arma::mat &H)

template<> void SVDBatchLearning::WUpdate< arma::sp_mat > (const arma::sp_mat &V, arma::mat &W, const arma::mat &H)

template<> void SVDIncompleteIncrementalLearning::HUpdate< arma::sp_mat > (const arma::sp_mat &V, const arma::mat &W, arma::mat &H)

template<> void SVDIncompleteIncrementalLearning::WUpdate< arma::sp_mat > (const arma::sp_mat &V, arma::mat &W, const arma::mat &H)

Function Documentation

template<> void \fBmlpack::amf::SVDBatchLearning::HUpdate\fP< arma::sp_mat > (const arma::sp_mat &V, const arma::mat &W, arma::mat &H)\fC [inline]\fP

Definition at line 175 of file svd_batch_learning.hpp.

template<> void \fBmlpack::amf::SVDBatchLearning::WUpdate\fP< arma::sp_mat > (const arma::sp_mat &V, arma::mat &W, const arma::mat &H)\fC [inline]\fP

Definition at line 144 of file svd_batch_learning.hpp.

template<> void \fBmlpack::amf::SVDIncompleteIncrementalLearning::HUpdate\fP< arma::sp_mat > (const arma::sp_mat &V, const arma::mat &W, arma::mat &H)\fC [inline]\fP

Definition at line 135 of file svd_incomplete_incremental_learning.hpp.

template<> void \fBmlpack::amf::SVDIncompleteIncrementalLearning::WUpdate\fP< arma::sp_mat > (const arma::sp_mat &V, arma::mat &W, const arma::mat &H)\fC [inline]\fP

Definition at line 114 of file svd_incomplete_incremental_learning.hpp.

Author

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