\section{Randomized\+S\+V\+D\+Policy Class Reference} \label{classmlpack_1_1pca_1_1RandomizedSVDPolicy}\index{Randomized\+S\+V\+D\+Policy@{Randomized\+S\+V\+D\+Policy}} Implementation of the randomized S\+VD policy. \subsection*{Public Member Functions} \begin{DoxyCompactItemize} \item \textbf{ Randomized\+S\+V\+D\+Policy} (const size\+\_\+t iterated\+Power=0, const size\+\_\+t max\+Iterations=2) \begin{DoxyCompactList}\small\item\em Use randomized S\+VD method to perform the principal components analysis (\doxyref{P\+CA}{p.}{classmlpack_1_1pca_1_1PCA}). \end{DoxyCompactList}\item void \textbf{ Apply} (const arma\+::mat \&data, const arma\+::mat \¢ered\+Data, arma\+::mat \&transformed\+Data, arma\+::vec \&eig\+Val, arma\+::mat \&eigvec, const size\+\_\+t rank) \begin{DoxyCompactList}\small\item\em Apply Principal Component Analysis to the provided data set using the randomized S\+VD. \end{DoxyCompactList}\item size\+\_\+t \textbf{ Iterated\+Power} () const \begin{DoxyCompactList}\small\item\em Get the size of the normalized power iterations. \end{DoxyCompactList}\item size\+\_\+t \& \textbf{ Iterated\+Power} () \begin{DoxyCompactList}\small\item\em Modify the size of the normalized power iterations. \end{DoxyCompactList}\item size\+\_\+t \textbf{ Max\+Iterations} () const \begin{DoxyCompactList}\small\item\em Get the number of iterations for the power method. \end{DoxyCompactList}\item size\+\_\+t \& \textbf{ Max\+Iterations} () \begin{DoxyCompactList}\small\item\em Modify the number of iterations for the power method. \end{DoxyCompactList}\end{DoxyCompactItemize} \subsection{Detailed Description} Implementation of the randomized S\+VD policy. Definition at line 26 of file randomized\+\_\+svd\+\_\+method.\+hpp. \subsection{Constructor \& Destructor Documentation} \mbox{\label{classmlpack_1_1pca_1_1RandomizedSVDPolicy_a9d45e67639db6115370f474dd71acff4}} \index{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}!Randomized\+S\+V\+D\+Policy@{Randomized\+S\+V\+D\+Policy}} \index{Randomized\+S\+V\+D\+Policy@{Randomized\+S\+V\+D\+Policy}!mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}} \subsubsection{Randomized\+S\+V\+D\+Policy()} {\footnotesize\ttfamily \textbf{ Randomized\+S\+V\+D\+Policy} (\begin{DoxyParamCaption}\item[{const size\+\_\+t}]{iterated\+Power = {\ttfamily 0}, }\item[{const size\+\_\+t}]{max\+Iterations = {\ttfamily 2} }\end{DoxyParamCaption})\hspace{0.3cm}{\ttfamily [inline]}} Use randomized S\+VD method to perform the principal components analysis (\doxyref{P\+CA}{p.}{classmlpack_1_1pca_1_1PCA}). \begin{DoxyParams}{Parameters} {\em iterated\+Power} & Size of the normalized power iterations (Default\+: rank + 2). \\ \hline {\em max\+Iterations} & Number of iterations for the power method (Default\+: 2). \\ \hline \end{DoxyParams} Definition at line 38 of file randomized\+\_\+svd\+\_\+method.\+hpp. \subsection{Member Function Documentation} \mbox{\label{classmlpack_1_1pca_1_1RandomizedSVDPolicy_a596b042060783f8697e8f5a42b0fa20e}} \index{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}!Apply@{Apply}} \index{Apply@{Apply}!mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}} \subsubsection{Apply()} {\footnotesize\ttfamily void Apply (\begin{DoxyParamCaption}\item[{const arma\+::mat \&}]{data, }\item[{const arma\+::mat \&}]{centered\+Data, }\item[{arma\+::mat \&}]{transformed\+Data, }\item[{arma\+::vec \&}]{eig\+Val, }\item[{arma\+::mat \&}]{eigvec, }\item[{const size\+\_\+t}]{rank }\end{DoxyParamCaption})\hspace{0.3cm}{\ttfamily [inline]}} Apply Principal Component Analysis to the provided data set using the randomized S\+VD. \begin{DoxyParams}{Parameters} {\em data} & Data matrix. \\ \hline {\em centered\+Data} & Centered data matrix. \\ \hline {\em transformed\+Data} & Matrix to put results of \doxyref{P\+CA}{p.}{classmlpack_1_1pca_1_1PCA} into. \\ \hline {\em eig\+Val} & Vector to put eigenvalues into. \\ \hline {\em eigvec} & Matrix to put eigenvectors (loadings) into. \\ \hline {\em rank} & Rank of the decomposition. \\ \hline \end{DoxyParams} Definition at line 57 of file randomized\+\_\+svd\+\_\+method.\+hpp. References Randomized\+S\+V\+D\+::\+Apply(). \mbox{\label{classmlpack_1_1pca_1_1RandomizedSVDPolicy_aa8e59edf3732bcceec0a214f9d049488}} \index{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}!Iterated\+Power@{Iterated\+Power}} \index{Iterated\+Power@{Iterated\+Power}!mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}} \subsubsection{Iterated\+Power()\hspace{0.1cm}{\footnotesize\ttfamily [1/2]}} {\footnotesize\ttfamily size\+\_\+t Iterated\+Power (\begin{DoxyParamCaption}{ }\end{DoxyParamCaption}) const\hspace{0.3cm}{\ttfamily [inline]}} Get the size of the normalized power iterations. Definition at line 81 of file randomized\+\_\+svd\+\_\+method.\+hpp. \mbox{\label{classmlpack_1_1pca_1_1RandomizedSVDPolicy_aa06eded3fc0ec2f6bae88acc0395da57}} \index{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}!Iterated\+Power@{Iterated\+Power}} \index{Iterated\+Power@{Iterated\+Power}!mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}} \subsubsection{Iterated\+Power()\hspace{0.1cm}{\footnotesize\ttfamily [2/2]}} {\footnotesize\ttfamily size\+\_\+t\& Iterated\+Power (\begin{DoxyParamCaption}{ }\end{DoxyParamCaption})\hspace{0.3cm}{\ttfamily [inline]}} Modify the size of the normalized power iterations. Definition at line 83 of file randomized\+\_\+svd\+\_\+method.\+hpp. \mbox{\label{classmlpack_1_1pca_1_1RandomizedSVDPolicy_a420770944a5b0c7a852c4ec372c4a2d1}} \index{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}!Max\+Iterations@{Max\+Iterations}} \index{Max\+Iterations@{Max\+Iterations}!mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}} \subsubsection{Max\+Iterations()\hspace{0.1cm}{\footnotesize\ttfamily [1/2]}} {\footnotesize\ttfamily size\+\_\+t Max\+Iterations (\begin{DoxyParamCaption}{ }\end{DoxyParamCaption}) const\hspace{0.3cm}{\ttfamily [inline]}} Get the number of iterations for the power method. Definition at line 86 of file randomized\+\_\+svd\+\_\+method.\+hpp. \mbox{\label{classmlpack_1_1pca_1_1RandomizedSVDPolicy_acda675ab4ab86b95c92bc33bc391a61b}} \index{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}!Max\+Iterations@{Max\+Iterations}} \index{Max\+Iterations@{Max\+Iterations}!mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy@{mlpack\+::pca\+::\+Randomized\+S\+V\+D\+Policy}} \subsubsection{Max\+Iterations()\hspace{0.1cm}{\footnotesize\ttfamily [2/2]}} {\footnotesize\ttfamily size\+\_\+t\& Max\+Iterations (\begin{DoxyParamCaption}{ }\end{DoxyParamCaption})\hspace{0.3cm}{\ttfamily [inline]}} Modify the number of iterations for the power method. Definition at line 88 of file randomized\+\_\+svd\+\_\+method.\+hpp. The documentation for this class was generated from the following file\+:\begin{DoxyCompactItemize} \item /var/www/mlpack.\+ratml.\+org/mlpack.\+org/\+\_\+src/mlpack-\/3.\+3.\+2/src/mlpack/methods/pca/decomposition\+\_\+policies/\textbf{ randomized\+\_\+svd\+\_\+method.\+hpp}\end{DoxyCompactItemize}