NAME¶

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 mlpack::amf::SVDBatchLearning::HUpdate< arma::sp_mat > (const arma::sp_mat &V, const arma::mat &W, arma::mat &H) [inline]¶

Definition at line 175 of file svd_batch_learning.hpp.

template<> void mlpack::amf::SVDBatchLearning::WUpdate< arma::sp_mat > (const arma::sp_mat &V, arma::mat &W, const arma::mat &H) [inline]¶

Definition at line 144 of file svd_batch_learning.hpp.

template<> void mlpack::amf::SVDIncompleteIncrementalLearning::HUpdate< arma::sp_mat > (const arma::sp_mat &V, const arma::mat &W, arma::mat &H) [inline]¶

Definition at line 135 of file svd_incomplete_incremental_learning.hpp.

template<> void mlpack::amf::SVDIncompleteIncrementalLearning::WUpdate< arma::sp_mat > (const arma::sp_mat &V, arma::mat &W, const arma::mat &H) [inline]¶

Definition at line 114 of file svd_incomplete_incremental_learning.hpp.

Author¶

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