\documentclass[journal,compsoc]{IEEEtran}

\usepackage[table]{xcolor}

% *** CITATION PACKAGES ***
%
\ifCLASSOPTIONcompsoc
  % IEEE Computer Society needs nocompress option
  % requires cite.sty v4.0 or later (November 2003)
  % \usepackage[nocompress]{cite}
\else
  % normal IEEE
  % \textsc{}\usepackage{cite}
\fi

\usepackage{cite,url}

\ifCLASSINFOpdf
  \usepackage[pdftex]{graphicx}
  % declare the path(s) where your graphic files are
  \graphicspath{{/plots/}}
  % and their extensions so you won't have to specify these with
  % every instance of \includegraphics
  \DeclareGraphicsExtensions{.pdf,.jpeg,.png,.eps}
\else
  % or other class option (dvipsone, dvipdf, if not using dvips). graphicx
  % will default to the driver specified in the system graphics.cfg if no
  % driver is specified.
  % \usepackage[dvips]{graphicx}
  % declare the path(s) where your graphic files are
  % \graphicspath{{../eps/}}
  % and their extensions so you won't have to specify these with
  % every instance of \includegraphics
  % \DeclareGraphicsExtensions{.eps}
\fi

%\usepackage{bibspacing}



\usepackage{graphicx}
\usepackage{subfigure}
\usepackage{verbatim}
\usepackage{fancyvrb}
\usepackage{algorithm}
\usepackage{algorithm2e}
\usepackage{algorithmic}
%\usepackage{timtricks}
\usepackage{multirow}
\usepackage{rotating}
\usepackage{times}
\usepackage{cite}
\usepackage{float}
%\usepackage{program}

\begin{comment}
\newcommand{\boxplot}[5]{
\begin{picture}(100, 7)
\put(#1, 2){\line(0, 1){4}}
\put(#1, 4){\line(1, 0){#2}}
\put(#3, 4){\circle*{3}}
\put(#3, 4){\line(1, 0){#4}}
\put(#5, 2){\line(0, 1){4}}
\put(50, 3){\line(0, 1){4}}
\end{picture}
}

\newcounter{over}
\newcounter{max}
\newcommand{\fred}[2]{\setcounter{over}{#2}\addtocounter{over}{#1}}
\end{comment}
\newcommand{\boxplot}[5]{%
\scalebox{0.5}{\textcolor{white}{\setcounter{max}{#4}\addtocounter{max}{#5}\fred{#4}{-#2}}%
\begin{picture}(100,10)%
\put(0,0){\line(0,1){8}}%
\put(100,0){\line(0,1){8}}%
%\put(#1,4){\circle*{1}}%
%\put(\themax,4){\circle*{1}}%
\put(#2,4){\line(1,0){\theover}}%
\put(#3,4){\circle*{8}}%
%\put(#4,4){\line(1,0){#5}}%
\put(50,0){\line(0,1){8}}%
\end{picture}}
} 

\newcommand{\bd}{\begin{description}}
\newcommand{\ed}{\end{description}}
\newcommand{\bi}{\begin{smallitem}}
\newcommand{\ei}{\end{smallitem}}
\newcommand{\be}{\begin{smallenum}}
\newcommand{\ee}{\end{smallenum}}
\newcommand{\tion}[1]{\S\ref{tion:#1}}
\newcommand{\eq}[1]{Equation~\ref{eq:#1}}
\newcommand{\fig}[1]{Figure~\ref{fig:#1}}
\newenvironment{smallitem}
 {\setlength{\topsep}{0pt}
  \setlength{\partopsep}{0pt}
  \setlength{\parskip}{0pt}
  \begin{itemize}
   \setlength{\leftmargin}{.2in}
  \setlength{\parsep}{0pt}
  \setlength{\parskip}{0pt}
  \setlength{\itemsep}{0pt}}
 {\end{itemize}}
\newenvironment{smallenum}
 {\setlength{\topsep}{0pt}
  \setlength{\partopsep}{0pt}
  \setlength{\parskip}{0pt}
  \begin{enumerate}
  \setlength{\leftmargin}{.2in}
  \setlength{\parsep}{0pt}
  \setlength{\parskip}{0pt}
  \setlength{\itemsep}{0pt}}
 {\end{enumerate}}
\DeclareMathAlphabet{\mathscr}{OT1}{pzc}%
                                 {m}{it}

\newfloat{program}{thp}{lop}
\floatname{program}{Program}

\begin{document}

\title{Linear Instance Selector for Nearest Neighbor}
%
\author{Fayola~Peters, %~\IEEEmembership{Student Member,~IEEE,}%
        Tim~Menzies,~\IEEEmembership{Member,~IEEE,} %
	Max~Houck, %~\IEEEmembership{Member,~IEEE,}%
        Simon~Lewis%,~\IEEEmembership{Member,~IEEE}% <-this % stops a space
\IEEEcompsocitemizethanks{\IEEEcompsocthanksitem Fayola Peters is with the Lane Department of Computer Science and Electrical Engineering, West Virginia University.
E-mail: fpeters@mix.wvu.edu
\IEEEcompsocthanksitem Tim Menzies is with the Lane Department of Computer Science and Electrical Engineering, West Virginia University.
E-mail: tim@menzies.us%
\IEEEcompsocthanksitem Max Houck is with Analytic Services, Inc. (ANSER), 2900 South
Quincy Street, Arlington, VA 22206.
E-mail: max.houck@mail.wvu.edu%
\IEEEcompsocthanksitem Simon Lewis is with the Department of Chemistry, Curtin University of Technology.
E-mail: S.Lewis@curtin.edu.au}}% <-this % stops a space
%\thanks{This research is funded in part by NSF,CISE, project \#0810879 }}



\markboth{Journal of IEEE Transactions on KNOWLEDGE AND DATA ENGINEERING,~Vol.~X, No.~Y, SomeMonth~201z}%
{Shell \MakeLowercase{\textit{et al.}}: Bare Demo of IEEEtran.cls for Computer Society Journals}
\IEEEcompsoctitleabstractindextext{
\input{abstract}
% Note that keywords are not normally used for peer review papers.
\begin{IEEEkeywords}
Classification, instance selection, k-nearest neighbors
\end{IEEEkeywords}}


\maketitle
%\input{abstract}

%\keywords{instance selection, k-nearest neighbors}

%\end{keywords}
\input{introduction}

\input{background}

\input{cliff}

\input{assess}

\input{forensics}

\input{conclusion}

\section*{Acknowledgments}
This work is supported by the Office of Justice Programs, National Institute of Justice, Investigative and Forensic Sciences Division under Grant No. 2003-RC-CX-K001.
\bibliographystyle{IEEEtran}
\bibliography{refs}  

\balancecolumns

\end{document}
