.TH "mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >" 3 "Tue Sep 9 2014" "Version 1.0.10" "MLPACK" \" -*- nroff -*-
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.SH NAME
mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat > \- 
.SH SYNOPSIS
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.PP
.SS "Public Member Functions"

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.RI "\fBSVDCompleteIncrementalLearning\fP (double \fBu\fP=0\&.01, double \fBkw\fP=0, double \fBkh\fP=0)"
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.RI "\fB~SVDCompleteIncrementalLearning\fP ()"
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.RI "void \fBHUpdate\fP (const arma::sp_mat &V, const arma::mat &W, arma::mat &H)"
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.RI "\fIThe update rule for the encoding matrix H\&. \fP"
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.RI "void \fBInitialize\fP (const arma::sp_mat &dataset, const size_t rank)"
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.RI "void \fBWUpdate\fP (const arma::sp_mat &V, arma::mat &W, const arma::mat &H)"
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.RI "\fIThe update rule for the basis matrix W\&. \fP"
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.SS "Private Attributes"

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.RI "arma::sp_mat \fBdummy\fP"
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.RI "bool \fBisStart\fP"
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.RI "arma::sp_mat::const_iterator * \fBit\fP"
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.RI "double \fBkh\fP"
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.RI "double \fBkw\fP"
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.RI "size_t \fBm\fP"
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.RI "size_t \fBn\fP"
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.RI "double \fBu\fP"
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.SH "Detailed Description"
.PP 

.SS "template<>class mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >"

.PP
Definition at line 130 of file svd_complete_incremental_learning\&.hpp\&.
.SH "Constructor & Destructor Documentation"
.PP 
.SS "\fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::\fBSVDCompleteIncrementalLearning\fP (doubleu = \fC0\&.01\fP, doublekw = \fC0\fP, doublekh = \fC0\fP)\fC [inline]\fP"

.PP
Definition at line 133 of file svd_complete_incremental_learning\&.hpp\&.
.SS "\fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::~\fBSVDCompleteIncrementalLearning\fP ()\fC [inline]\fP"

.PP
Definition at line 139 of file svd_complete_incremental_learning\&.hpp\&.
.SH "Member Function Documentation"
.PP 
.SS "void \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::HUpdate (const arma::sp_mat &V, const arma::mat &W, arma::mat &H)\fC [inline]\fP"

.PP
The update rule for the encoding matrix H\&. The function takes in all the matrices and only changes the value of the H matrix\&.
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\fBParameters:\fP
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\fIV\fP Input matrix to be factorized\&. 
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\fIW\fP Basis matrix\&. 
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\fIH\fP Encoding matrix to be updated\&. 
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Definition at line 198 of file svd_complete_incremental_learning\&.hpp\&.
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References mlpack::amf::SVDCompleteIncrementalLearning< MatType >::currentItemIndex, mlpack::amf::SVDCompleteIncrementalLearning< MatType >::currentUserIndex, mlpack::amf::SVDCompleteIncrementalLearning< MatType >::kh, and mlpack::amf::SVDCompleteIncrementalLearning< MatType >::u\&.
.SS "void \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::Initialize (const arma::sp_mat &dataset, const size_trank)\fC [inline]\fP"

.PP
Definition at line 144 of file svd_complete_incremental_learning\&.hpp\&.
.PP
References mlpack::amf::SVDCompleteIncrementalLearning< MatType >::m, and mlpack::amf::SVDCompleteIncrementalLearning< MatType >::n\&.
.SS "void \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::WUpdate (const arma::sp_mat &V, arma::mat &W, const arma::mat &H)\fC [inline]\fP"

.PP
The update rule for the basis matrix W\&. The function takes in all the matrices and only changes the value of the W matrix\&.
.PP
\fBParameters:\fP
.RS 4
\fIV\fP Input matrix to be factorized\&. 
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\fIW\fP Basis matrix to be updated\&. 
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\fIH\fP Encoding matrix\&. 
.RE
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.PP
Definition at line 163 of file svd_complete_incremental_learning\&.hpp\&.
.PP
References mlpack::amf::SVDCompleteIncrementalLearning< MatType >::currentItemIndex, mlpack::amf::SVDCompleteIncrementalLearning< MatType >::currentUserIndex, mlpack::amf::SVDCompleteIncrementalLearning< MatType >::kw, and mlpack::amf::SVDCompleteIncrementalLearning< MatType >::u\&.
.SH "Member Data Documentation"
.PP 
.SS "arma::sp_mat \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::dummy\fC [private]\fP"

.PP
Definition at line 225 of file svd_complete_incremental_learning\&.hpp\&.
.SS "bool \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::isStart\fC [private]\fP"

.PP
Definition at line 228 of file svd_complete_incremental_learning\&.hpp\&.
.SS "arma::sp_mat::const_iterator* \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::it\fC [private]\fP"

.PP
Definition at line 226 of file svd_complete_incremental_learning\&.hpp\&.
.SS "double \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::kh\fC [private]\fP"

.PP
Definition at line 220 of file svd_complete_incremental_learning\&.hpp\&.
.SS "double \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::kw\fC [private]\fP"

.PP
Definition at line 219 of file svd_complete_incremental_learning\&.hpp\&.
.SS "size_t \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::m\fC [private]\fP"

.PP
Definition at line 223 of file svd_complete_incremental_learning\&.hpp\&.
.SS "size_t \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::n\fC [private]\fP"

.PP
Definition at line 222 of file svd_complete_incremental_learning\&.hpp\&.
.SS "double \fBmlpack::amf::SVDCompleteIncrementalLearning\fP< arma::sp_mat >::u\fC [private]\fP"

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Definition at line 218 of file svd_complete_incremental_learning\&.hpp\&.

.SH "Author"
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