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

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.RI "\fBSVDIncompleteIncrementalLearning\fP (double \fBu\fP=0\&.001, double \fBkw\fP=0, double \fBkh\fP=0)"
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.RI "template<typename MatType > void \fBHUpdate\fP (const MatType &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 "template<typename MatType > void \fBInitialize\fP (const MatType &dataset, const size_t rank)"
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.RI "template<typename MatType > void \fBWUpdate\fP (const MatType &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 "size_t \fBcurrentUserIndex\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 
Definition at line 8 of file svd_incomplete_incremental_learning\&.hpp\&.
.SH "Constructor & Destructor Documentation"
.PP 
.SS "mlpack::amf::SVDIncompleteIncrementalLearning::SVDIncompleteIncrementalLearning (doubleu = \fC0\&.001\fP, doublekw = \fC0\fP, doublekh = \fC0\fP)\fC [inline]\fP"

.PP
Definition at line 11 of file svd_incomplete_incremental_learning\&.hpp\&.
.SH "Member Function Documentation"
.PP 
.SS "template<typename MatType > void mlpack::amf::SVDIncompleteIncrementalLearning::HUpdate (const MatType &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\&.
.PP
\fBParameters:\fP
.RS 4
\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\&. 
.RE
.PP

.PP
Definition at line 81 of file svd_incomplete_incremental_learning\&.hpp\&.
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References currentUserIndex, kh, m, n, and u\&.
.SS "template<typename MatType > void mlpack::amf::SVDIncompleteIncrementalLearning::Initialize (const MatType &dataset, const size_trank)\fC [inline]\fP"

.PP
Definition at line 18 of file svd_incomplete_incremental_learning\&.hpp\&.
.PP
References currentUserIndex, m, and n\&.
.SS "template<typename MatType > void mlpack::amf::SVDIncompleteIncrementalLearning::WUpdate (const MatType &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
.PP
This file is part of MLPACK 1\&.0\&.10\&.
.PP
MLPACK is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version\&.
.PP
MLPACK is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE\&. See the GNU Lesser General Public License for more details (LICENSE\&.txt)\&.
.PP
You should have received a copy of the GNU General Public License along with MLPACK\&. If not, see http://www.gnu.org/licenses/\&. 
.PP
Definition at line 53 of file svd_incomplete_incremental_learning\&.hpp\&.
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References currentUserIndex, kw, n, and u\&.
.SH "Member Data Documentation"
.PP 
.SS "size_t mlpack::amf::SVDIncompleteIncrementalLearning::currentUserIndex\fC [private]\fP"

.PP
Definition at line 109 of file svd_incomplete_incremental_learning\&.hpp\&.
.PP
Referenced by HUpdate(), Initialize(), and WUpdate()\&.
.SS "double mlpack::amf::SVDIncompleteIncrementalLearning::kh\fC [private]\fP"

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Definition at line 104 of file svd_incomplete_incremental_learning\&.hpp\&.
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Referenced by HUpdate()\&.
.SS "double mlpack::amf::SVDIncompleteIncrementalLearning::kw\fC [private]\fP"

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Definition at line 103 of file svd_incomplete_incremental_learning\&.hpp\&.
.PP
Referenced by WUpdate()\&.
.SS "size_t mlpack::amf::SVDIncompleteIncrementalLearning::m\fC [private]\fP"

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Definition at line 107 of file svd_incomplete_incremental_learning\&.hpp\&.
.PP
Referenced by HUpdate(), and Initialize()\&.
.SS "size_t mlpack::amf::SVDIncompleteIncrementalLearning::n\fC [private]\fP"

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Definition at line 106 of file svd_incomplete_incremental_learning\&.hpp\&.
.PP
Referenced by HUpdate(), Initialize(), and WUpdate()\&.
.SS "double mlpack::amf::SVDIncompleteIncrementalLearning::u\fC [private]\fP"

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Definition at line 102 of file svd_incomplete_incremental_learning\&.hpp\&.
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Referenced by HUpdate(), and WUpdate()\&.

.SH "Author"
.PP 
Generated automatically by Doxygen for MLPACK from the source code\&.