\begin{comment}

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 distributed with this work for additional information
 regarding copyright ownership.  The ASF licenses this file
 to you under the Apache License, Version 2.0 (the
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   http://www.apache.org/licenses/LICENSE-2.0

 Unless required by applicable law or agreed to in writing,
 software distributed under the License is distributed on an
 "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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 specific language governing permissions and limitations
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\end{comment}

\documentclass[letter]{article}
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    pdftitle={SystemML Algorithms Reference},    % title
    pdfauthor={SystemML Team}, % author
    pdfsubject={Documentation},   % subject of the document
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\newtheorem{definition}{Definition}
\newtheorem{example}{Example}

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\newcommand{\SystemML}{\texttt{SystemML} }
\newcommand{\hml}{\texttt{hadoop jar SystemML.jar} }
\newcommand{\pxp}{\mathbin{\texttt{\%\textasteriskcentered\%}}}
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\newcommand{\eps}{\varepsilon}

\sloppy

%%%%%%%%%%%%%%%%%%%%% 
% header
%%%%%%%%%%%%%%%%%%%%%

\title{\LARGE{{\SystemML Algorithms Reference}}} 
\date{\today}

%%%%%%%%%%%%%%%%%%%%%
% document start
%%%%%%%%%%%%%%%%%%%%%
\begin{document}	

%\pagenumbering{roman}
\maketitle

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Descriptive Statistics}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\input{DescriptiveStats}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Classification}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\input{LogReg}

\subsection{Support Vector Machines}

\input{BinarySVM}

\input{MultiSVM}

\input{NaiveBayes}

\input{DecisionTrees}

\input{RandomForest}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Clustering}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\input{Kmeans}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Regression}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\input{LinReg}

\input{StepLinRegDS}

\input{GLM}

\input{StepGLM}

\input{GLMpredict.tex}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Matrix Factorization}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\input{pca}

\input{ALS.tex}

%%{\color{red}\subsection{GNMF}}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%{\color{red}\section{Sequence Mining}}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%


%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Survival Analysis}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\input{KaplanMeier}

\input{Cox}

\bibliographystyle{abbrv}

\bibliography{SystemML_ALgorithms_Reference}

	
%%%%%%%%%%%%%%%%%%%%%
% document end
%%%%%%%%%%%%%%%%%%%%%
\end{document}