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Update on Overleaf.
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Uirá Caiado Castro authored and overleaf committed Oct 7, 2016
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Expand Up @@ -208,15 +208,15 @@ \subsection{Data Preprocessing}

\begin{figure}[ht]
\centering
\includegraphics[width=0.75\textwidth]{figures/cluster_scores.png}
\includegraphics[width=0.65\textwidth]{figures/cluster_scores.png}
\caption{\label{fig:scores}Silhouette Scores.}
\end{figure}

The maximum score has happened using two clusters. However, I believe that the market can't be simplified that much. So, I will use the K-means with six centroids to group the variables. In the figure \ref{fig:clusters} we can see how the algorithm classified the data. Also, in the table \ref{tab:cluster_recover}, the centroid was put in their original scales.

\begin{figure}[ht]
\centering
\includegraphics[width=0.75\textwidth]{figures/cluster_scatter.png}
\includegraphics[width=0.65\textwidth]{figures/cluster_scatter.png}
\caption{\label{fig:clusters}Clusters Found.}
\end{figure}

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