Mercurial > hg > hybrid-music-recommender-using-content-based-and-social-information
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Move 7Digital dataset to Downloads
author | Paulo Chiliguano <p.e.chiliguano@se14.qmul.ac.uk> |
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date | Sat, 09 Jul 2022 00:50:43 -0500 |
parents | fcd3730ffc19 |
children |
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\section{Results} \begin{itemize} \item 20\% of song ratings is the test set, the other 80\% is the training set, for each user. The number of users evaluated is 53. \item For each song in the test set, we look up if the song is included or not in the produced top-N recommendations. %\item Examples of classification results are shown below: \end{itemize} \begin{center} \resizebox*{1.0\columnwidth}{!}{ \begin{tabular}{c| c| c| c| c} % centered columns (4 columns) \hline\hline %inserts double horizontal lines Recommender & Precision & Recall & F1 & Accuracy \\ [0.5ex] % inserts table %heading \hline % inserts single horizontal line Content-based (baseline) & 0.275 $\pm$ 0.087 & 0.010 $\pm$ 0.003 & 0.020 $\pm$ 0.007 & 0.681 $\pm$ 0.008 \\ % inserting body of the table Hybrid (discrete EDA) & \textbf{0.391 $\pm$ 0.182} & \textbf{0.013 $\pm$ 0.007} & \textbf{0.025 $\pm$ 0.013} & \textbf{0.685 $\pm$ 0.009} \\ Hybrid (continuous UMDA) & 0.318 $\pm$ 0.142 & 0.011 $\pm$ 0.005 & 0.021 $\pm$ 0.011 & 0.683 $\pm$ 0.009 \\ [1ex] % [1ex] adds vertical space \hline %inserts single line \end{tabular} } \end{center} %\begin{center} %\begin{tabular}{c@{ }c@{ }c@{ }c@{ }c@{ }c@{ }c} %bananas & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/bananas2.eps}} & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/bananas2.eps}} & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/bananas2.eps}} & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/bananas2.eps}} & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/plums2.eps}} & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/bananas2.eps}} \\ %plums & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/plums2.eps}} & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/bananas2.eps}} & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/plums2.eps}} & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/plums2.eps}} & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/plums2.eps}} & %\resizebox*{0.12\columnwidth}{!}{\includegraphics{images/fruit/plums2.eps}} \\ %\end{tabular} %\end{center}