p@36: p@36: \section{Data Representation} p@36: p@36: \begin{itemize} p@36: \item The CNN produces a vector representation of the spectrograms for each audio file. p@36: \item The EDA \cite{Ding2015451} estimates a probabilistic model from a sample to model the user profiles from the user ratings dataset and vector representation. p@36: \end{itemize} p@36: p@36: %$$ p@36: %\label{eq:pgmmx} p@36: %p(x)=\sum^{K}_{k=1}p(x|k)P(k) p@36: %$$ p@36: \begin{center} p@36: \resizebox*{0.85\columnwidth}{!}{\includegraphics{images/diagram_cnn.eps}}\\ p@36: {\large \textbf{Fig. 2.} Architecture of a CNN for music genre representation}\\[2ex] p@36: \resizebox*{0.6\columnwidth}{!}{\includegraphics{images/flowchart_eda.eps}}\\ p@36: {\large \textbf{Fig. 3.} General flowchart for an EDA}\\ p@36: %\begin{tabular}{c@{ }c} p@36: %\resizebox*{0.45\columnwidth}{!}{\includegraphics{images/diagram_hybrid_music_recommender.eps}} & p@36: %\resizebox*{0.45\columnwidth}{!}{\includegraphics{images/fruit/plums.eps}} \\ p@36: %Bananas & Plums \\ p@36: %\end{tabular} p@36: \end{center}