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%{\bf  Table ?:} Neareset Neighbor :  Hadamard , Frequency,TF-IDF and Binary 
{\tiny  
\begin{table}[h]
\small
\caption{Outlier-SVM using binary representation with different kernel functions,
   outliers with Hamming distance 7, vector dimension 20.
   }
\label{table-svm-optimum}
\footnotesize
\begin{tabular}{|l|l|l|l||l|l|l||l|l|l||l|l|l|}  

\hline 
&\multicolumn{3}{c||}{Linear} & \multicolumn{3}{c||}{Sigmoid}  &\multicolumn{3}{c||}{Polynomial} &\multicolumn{3}{c|}{Radial basis}\\
{\bf } &$F_1$ &R     &P     &$F_1$ &R     &P     &$F_1$ &R     &P     &$F_1$ &R     &P \\ \hline \hline
Earn  &0.605 &0.490 &0.791 &0.593 &0.451 &0.864 &0.391 &0.249 &0.909 &0.592 &0.477 &0.779 \\ 
Acq   &0.449 &0.376 &0.556 &0.452 &0.366 &0.591 &0.329 &0.214 &0.706 &0.449 &0.371 &0.567 \\ 
Money &0.480 &0.463 &0.498 &0.474 &0.415 &0.551 &0.315 &0.202 &0.716 &0.484 &0.431 &0.551 \\
Grain &0.350 &0.364 &0.337 &0.369 &0.271 &0.574 &0.091 &0.048 &0.849 &0.384 &0.289 &0.573 \\
Crude &0.455 &0.501 &0.416 &0.522 &0.541 &0.504 &0.458 &0.354 &0.647 &0.493 &0.511 &0.476 \\ 
Trade &0.419 &0.618 &0.317 &0.432 &0.735 &0.306 &0.078 &1.000 &0.041 &0.441 &0.685 &0.325 \\ 
Int   &0.390 &0.391 &0.388 &0.378 &0.321 &0.461 &0.137 &0.075 &0.736 &0.379 &0.332 &0.440 \\
Ship  &0.280 &0.189 &0.536 &0.221 &0.128 &0.806 &0.000 &0.000 &0.000 &0.236 &0.143 &0.666 \\
Wheat &0.225 &0.413 &0.154 &0.197 &0.268 &0.155 &0.031 &0.016 &0.428 &0.183 &0.376 &0.121 \\
Corn  &0.217 &0.391 &0.150 &0.352 &0.467 &0.282 &0.037 &1.000 &0.019 &0.353 &0.472 &0.282 \\ \hline \hline
Avg   &0.378 &0.419 &0.414 &0.399 &0.396 &0.509 &0.186 &0.315 &0.505 &0.399 &0.408 &0.478  \\
\hline

\end{tabular}

\end{table}


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