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Commit 228fe6d5 authored by Marc Feger's avatar Marc Feger
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Add more text for experiments

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......@@ -19,7 +19,12 @@ It can be clearly stated that the \textit{texisting baselines} have been \textit
\input{reported_results}
\subsection{Experiment Realization}
As the \textit{Netflix-Prize} has shown, \textit{research} and \textit{validation} is \textit{complex} even for very \textit{simple methods}. Not only during the \textit{Netflix-Prize} was intensive work done on researching \textit{existing} and \textit{new reliable methods}. The \textit{MovieLens10M-dataset} was used just as often. With their \textit{experiment} the authors \textit{doubt} that the \textit{baselines} of \textit{MovieLens10M} are \textit{inadequate} for the evaluation of new methods. To test their hypothesis, the authors transferred all the findings from the \textit{Netflix-Prize} to the existing baselines of \textit{MovieLens10M}.
\subsubsection{Experiment Preparation}
Before actually conducting the experiment, the authors took a closer look at the given baselines. In the process, they noticed some \textit{systematic overlaps}. These can be taken from \textit{table} below.
\input{overlaps}
\subsubsection{Experiment Implementation}
\subsection{Obeservations}
\subsubsection{Stronger Baselines}
......
% Please add the following required packages to your document preamble:
% \usepackage{graphicx}
\begin{table}[h!]
\label{table:overlap}
\centering
\resizebox{\textwidth}{!}{%
\begin{tabular}{|l|l|}
\hline
\textbf{Methods} & \textbf{Overlaps} \\ \hline
\textit{Biased MF}, \textit{RSVD} & Same method with the only difference being a different setup of the hyperparameters. \\ \hline
\textit{ALS-WR}, \textit{Biased MF}, \textit{RSVD} & Same models learned through different approaches. \\ \hline
\textit{BPMF}, \textit{RSVD}, \textit{ALS-WR} & Same models learned through different approaches. \\ \hline
\end{tabular}%
}
\caption{\textit{Systematic consistency} of the \textit{baselines} used on \textit{MovieLens10M}.}
\end{table}
\ No newline at end of file
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