\documentclass[journal,compsoc]{IEEEtran}
%\documentclass[onecolumn,12pt,journal,compsoc]{IEEEtran}\renewcommand{\baselinestretch}{1.41}

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

% correct bad hyphenation here
\hyphenation{op-tical net-works semi-conduc-tor}

\begin{document}

\begin{figure*}[th!]
  \centering
  \subfigure[With LOOCV]{\label{fig:lossPercentagteLOO}\includegraphics[width=0.48\textwidth]{plots/allLossValuesLOO.pdf}}                
  \subfigure[With 3-Way]{\label{fig:lossPercentage3Way}\includegraphics[width=0.48\textwidth]{plots/allLossValues3Way.pdf}}    
  \caption{Loss percentages for LOOCV and 3-Way}
  \label{fig:loss-percentages}
\end{figure*}

\begin{figure*}[th!]
  \centering
  \subfigure[With LOOCV]{\label{fig:winPercentagteLOO}\includegraphics[width=0.48\textwidth]{plots/allWinValuesLOO.pdf}}                
  \subfigure[With 3-Way]{\label{fig:winPercentage3Way}\includegraphics[width=0.48\textwidth]{plots/allWinValues3Way.pdf}}    
  \caption{Win percentages for LOOCV and 3-Way}
  \label{fig:win-percentages}
\end{figure*}

\begin{figure*}[th!]
  \centering
  \subfigure[Win-Loss Percentage with LOOCV]{\label{fig:win-loss-loo}\includegraphics[width=0.45\textwidth]{plots/winMinusLossLOO.pdf}}                
  \subfigure[Win-Loss Percentage with 3-Way]{\label{fig:win-loss-3way}\includegraphics[width=0.45\textwidth]{plots/winMinusLoss3Way.pdf}}    
  \caption{Win minus loss percentage.}
\end{figure*}

\begin{figure*}[th!]
  \centering
  \subfigure[Order of Wins-Losses Percentages with LOOCV]{\label{fig:order-win-loss-loo}\includegraphics[width=0.45\textwidth]{plots/winMinusLossOrderLOO.pdf}}                
  \subfigure[Order of Wins-Losses Percentages with 3-Way]{\label{fig:order-win-loss-3way}\includegraphics[width=0.45\textwidth]{plots/winMinusLossOrder3Way.pdf}}    
  \caption{Ordered wins minus losses percentage. Order of methods is the same as those in the previous figures.}
\end{figure*}

\begin{figure*}[th!]
  \centering
  \includegraphics[width=0.45\textwidth]{plots/5bandsPred25.pdf}   
  \caption{The Pred(25) values of 5 bands, each band consisting of 20 consecutive methods of \fig{loss-percentages}.}
  \label{fig:5bands-pred25}
\end{figure*}

\begin{figure*}[th!]
  \centering
  \subfigure[5 Bands of MdMRE with LOOCV]{\label{fig:5bands-mdmre-loo}\includegraphics[width=0.45\textwidth]{plots/mdmreValuesLOO.pdf}}                
  \subfigure[5 Bands of MdMRE with 3-Way]{\label{fig:5bands-mdmre-3way}\includegraphics[width=0.45\textwidth]{plots/mdmreValues3Way.pdf}}    
  \caption{5 bands of MdMRE values both with LOOCV and with 3-Way.}
\end{figure*}

\begin{figure*}[th!]
  \centering
  \begin{tabular}{l|c|c|c|l|c|c|c}
\textbf{Pre-Processors}	&	\multicolumn{3}{|c|}{\textbf{TOP10}} 					&	\textbf{Methods}	&	\multicolumn{3}{|c|}{\textbf{TOP10}} 					\\\hline\hline
	&	LOOCV	&	3-Way	&	Total	&		&	LOOCV	&	3-Way	&	Total	\\\hline
SWREg	&	2	&	6	&	8	&	MoEMedian	&	3	&	2	&	5	\\
Top16	&	3	&	2	&	5	&	MoEMean	&	3	&	1	&	4	\\
Top8	&	3	&	1	&	4	&	MoEIrwm	&	2	&	0	&	2	\\
Top4	&	2	&	0	&	2	&	Cart-On	&	1	&	1	&	2	\\
log	&	0	&	1	&	1	&	Cart-Off	&	1	&	1	&	2	\\
	&		&		&		&	1NN	&	0	&	2	&	2	\\
	&		&		&		&	5NN	&	0	&	1	&	1	\\
	&		&		&		&	PCR	&	0	&	1	&	1	\\
	&		&		&		&	PLSR	&	0	&	1	&	1	\\
  \end{tabular}
  \caption{The occurrence of pre-processors and methods in top 10 methods according to LOOCV and 3-Way. Both methods as well as pre-processors are sorted according to total number of occurrences (listed under column ``Total'') }
\end{figure*}

\begin{figure*}[th!]
  \centering
  \includegraphics[width=0.8\textwidth]{plots/abs-jiggle-values.pdf}  
  \caption{The absolute rank changes of all methods according to \textit{(win-loss)\%} from LOOCV to 3-Way.}
  \label{fig:abs-jiggle-values}
\end{figure*}

\begin{figure*}[th!]
  \centering
  \begin{tabular}{l|l|l|l|l}
\textbf{1...10 Band}	&	\textbf{11...20 Band}	&	\textbf{21...30 Band}	&	\textbf{31...40 Band}	&	\textbf{41...50 Band}	\\\hline
Top16-MoEMedian	&	none-CART-On	&	SFS-CART-On	&	norm-ABE0	&	width5bin-CART-On	\\
Top16-MoEMean	&	none-CART-Off	&	SFS-CART-Off	&	none-ABE0	&	width5bin-CART-Off	\\
SWReg-CART-On	&	norm-CART-On	&	SFS-ABE0	&	norm-1NN	&		\\
SWReg-CART-Off	&	norm-CART-Off	&	SFS-1NN	&	none-1NN	&		\\
Top8-MoEMedian	&	log-CART-On	&		&		&		\\
Top4-MoEMedian	&	log-CART-Off	&		&		&		\\\hline
\textbf{51...60 Band}	&	\textbf{61...70 Band}	&	\textbf{71...80 Band}	&	\textbf{81...90 Band}	&	\textbf{91...102 Band}	\\\hline
width3bin-ABE0	&	width3bin-CART-On	&	width3bin-SWReg	&	width3bin-PCR	&	log-SLReg	\\
PCA-NNet	&	width3bin-CART-Off	&	log-SWReg	&	width5bin-SLReg	&	freq3bin-SWReg	\\
none-NNet	&	PCA-1NN	&	width3bin-1NN	&	freq5bin-PCR	&	freq5bin-SLReg	\\
freq5bin-1NN	&	freq3bin-1NN	&	log-PCR	&	freq5bin-SWReg	&	width5bin-NNet	\\
PCA-ABE0	&		&	width3bin-PLSR	&	width3bin-SLReg	&	norm-NNet	\\
	&		&	log-PLSR	&	freq3bin-PCR	&	width3bin-NNet	\\
	&		&	norm-PCR	&	freq5bin-PLSR	&	freq5bin-NNet	\\
	&		&	width5bin-PCR	&	freq3bin-PLSR	&	log-NNet	\\
	&		&		&		&	freq3bin-NNet	\\
	&		&		&		&	freq3bin-SLReg	\\
	&		&		&		&	PCA-SLReg	\\
  \end{tabular}
  \caption{The inclusive smoothing of all methods w.r.t. LOOCV and 3-Way. All methods are divided into bands of 10. A method is allowed to be listed in band x based on 2 factors: 1) It should be ranked within that band according to \textit{(win-loss)\%} either by LOOCV or by 3-way and 2) its jiggle has to be less than 10.}
\end{figure*}

\begin{figure*}[th!]
  \centering
  \begin{tabular}{l|l|l|l|l}
\textbf{1...10 Band}	&	\textbf{11...20 Band}	&	\textbf{21...30 Band}	&	\textbf{31...40 Band}	&	\textbf{41...50 Band}	\\\hline
Top16-MoEMedian	&	none-CART-On	&	SFS-CART-On	&		&		\\
Top16-MoEMean	&	none-CART-Off	&	SFS-ABE0	&		&		\\
SWReg-CART-On	&		&		&		&		\\
SWReg-CART-Off	&		&		&		&		\\
Top8-MoEMedian	&		&		&		&		\\
	&		&		&		&		\\\hline
\textbf{51...60 Band}	&	\textbf{61...70 Band}	&	\textbf{71...80 Band}	&	\textbf{81...90 Band}	&	\textbf{91...102 Band}	\\\hline
PCA-NNet	&	width3bin-CART-On	&	log-SWReg	&	width3bin-PCR	&	log-SLReg	\\
none-NNet	&	width3bin-CART-Off	&	width3bin-1NN	&	width5bin-SLReg	&	freq3bin-SWReg	\\
	&	PCA-1NN	&	log-PCR	&	freq5bin-PCR	&	freq5bin-SLReg	\\
	&		&	width3bin-PLSR	&	freq5bin-SWReg	&	width5bin-NNet	\\
	&		&		&	freq3bin-PCR	&	norm-NNet	\\
	&		&		&	freq5bin-PLSR	&	width3bin-NNet	\\
	&		&		&		&	freq5bin-NNet	\\
	&		&		&		&	log-NNet	\\
	&		&		&		&	freq3bin-NNet	\\
	&		&		&		&	freq3bin-SLReg	\\
	&		&		&		&	PCA-SLReg	\\
  \end{tabular}
  \caption{The exclusive smoothing of all methods w.r.t. LOOCV and 3-Way. This is exactly similar to inclusive smoothing except the fact that for a method to be included in a band, both LOOCV and 3-Way have to agree.}
\end{figure*}

\end{document}
\begin{IEEEbiography}{Ekrem Kocaguneli}
Biography text here.
\end{IEEEbiography}

% if you will not have a photo at all:
\begin{IEEEbiographynophoto}{Tim Menzies}
Biography text here.
\end{IEEEbiographynophoto}

\begin{IEEEbiographynophoto}{Jacky W. Keung}
Biography text here.
\end{IEEEbiographynophoto}




