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Radu C. Martin 2021-07-20 22:55:56 +02:00
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99A_GP_hyperparameters_validation.tex
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\clearpage
\section{Hyperparameters validation for classical GP}\label{apx:hyperparams_gp}
\subsection{\texorpdfstring{\model{1}{1}{3}}{113}}
\begin{figure}[ht]
\centering
\includegraphics[width = \textwidth]{Plots/GP_113_training_performance.pdf}
\caption{Prediction performance of \model{1}{1}{3} on the training dataset}
\label{fig:GP_train_validation}
\end{figure}
\begin{figure}[ht]
\centering
\includegraphics[width = \textwidth]{Plots/GP_113_test_performance.pdf}
\caption{Prediction performance of \model{1}{1}{3} on the test dataset}
\label{fig:GP_test_validation}
\end{figure}
\clearpage
\subsection{\texorpdfstring{\model{2}{1}{3}}{213}}
\begin{figure}[ht]
\centering
\includegraphics[width = \textwidth]{Plots/GP_213_training_performance.pdf}
\caption{Prediction performance of \model{2}{1}{3} on the training dataset}
\label{fig:GP_213_train_validation}
\end{figure}
\begin{figure}[ht]
\centering
\includegraphics[width = \textwidth]{Plots/GP_213_test_performance.pdf}
\caption{Prediction performance of \model{2}{1}{3} on the test dataset}
\label{fig:GP_213_test_validation}
\end{figure}
\clearpage
\subsection{\texorpdfstring{\model{3}{1}{3}}{313}}
\begin{figure}[ht]
\centering
\includegraphics[width = \textwidth]{Plots/GP_313_training_performance.pdf}
\caption{Prediction performance of \model{3}{1}{3} on the training dataset}
\label{fig:GP_313_train_validation}
\end{figure}
\begin{figure}[ht]
\centering
\includegraphics[width = \textwidth]{Plots/GP_313_test_performance.pdf}
\caption{Prediction performance of \model{3}{1}{3} on the test dataset}
\label{fig:GP_313_test_validation}
\end{figure}
\clearpage
\section{Hyperparameters validation for SVGP}\label{apx:hyperparams_svgp}
\subsection{\texorpdfstring{\model{1}{2}{3}}{123}}
\begin{figure}[ht]
\centering
\includegraphics[width = \textwidth]{Plots/SVGP_123_training_performance.pdf}
\caption{Prediction performance of \model{1}{2}{3} on the training dataset}
\label{fig:SVGP_train_validation}
\end{figure}
\begin{figure}[ht]
\centering
\includegraphics[width = \textwidth]{Plots/SVGP_123_test_performance.pdf}
\caption{Prediction performance of \model{1}{2}{3} on the test dataset}
\label{fig:SVGP_test_validation}
\end{figure}
\clearpage