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Merge pull request #212 from chhoumann/stacking
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[KB-304] Stacking results
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chhoumann authored Jun 12, 2024
2 parents df66ac3 + e70fef1 commit 55e3b66
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105 changes: 1 addition & 104 deletions report_thesis/src/sections/appendix/index.tex
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Expand Up @@ -224,107 +224,4 @@ \subsection{Overview of best performing model configurations}\label{subsec:best_
\input{sections/appendix/tables/Na2O_overview.tex}
\input{sections/appendix/tables/K2O_overview.tex}

\FloatBarrier

\subsection{Stacking Ensemble 1:1 Plots}\label{subsec:1_1_plots}
\begin{figure*}
\centering
\resizebox{0.75\textwidth}{!}{
\begin{tabular}{cc}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/elasticnet/SiO2.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/elasticnet/TiO2.png}
\end{subfigure} \\
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/elasticnet/Al2O3.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/elasticnet/FeOT.png}
\end{subfigure} \\
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/elasticnet/MgO.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/elasticnet/CaO.png}
\end{subfigure} \\
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/elasticnet/Na2O.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/elasticnet/K2O.png}
\end{subfigure}
\end{tabular}
}
\caption{One-to-one plots for the stacking ensemble model with the \gls{enet} as the meta-learner with $\alpha = 1$}
\label{fig:elasticnet_one_to_one}
\end{figure*}

\begin{figure*}
\centering
\resizebox{0.75\textwidth}{!}{
\begin{tabular}{cc}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/enetalpha01/SiO2.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/enetalpha01/TiO2.png}
\end{subfigure} \\
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/enetalpha01/Al2O3.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/enetalpha01/FeOT.png}
\end{subfigure} \\
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/enetalpha01/MgO.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/enetalpha01/CaO.png}
\end{subfigure} \\
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/enetalpha01/Na2O.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/enetalpha01/K2O.png}
\end{subfigure}
\end{tabular}
}
\caption{One-to-one plots for the stacking ensemble model with the \gls{enet} as the meta-learner with $\alpha = 0.1$.}
\label{fig:enetalpha01_one_to_one}
\end{figure*}

\begin{figure*}
\centering
\resizebox{0.75\textwidth}{!}{
\begin{tabular}{cc}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/svr/SiO2.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/svr/TiO2.png}
\end{subfigure} \\
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/svr/Al2O3.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/svr/FeOT.png}
\end{subfigure} \\
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/svr/MgO.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/svr/CaO.png}
\end{subfigure} \\
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/svr/Na2O.png}
\end{subfigure} & \hspace{3cm}
\begin{subfigure}{0.5\textwidth}
\includegraphics[width=\textwidth]{images/one_to_one/svr/K2O.png}
\end{subfigure}
\end{tabular}
}
\caption{One-to-one plots for the stacking ensemble model with the \gls{svr} as the meta-learner}
\label{fig:svr_one_to_one}
\end{figure*}
\FloatBarrier
3 changes: 2 additions & 1 deletion report_thesis/src/sections/experiments/index.tex
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Expand Up @@ -15,4 +15,5 @@ \section{Experiments \& Results}\label{sec:methodology}
\input{sections/experiments/inital_experiments/initial_results}
\input{sections/experiments/optimization_experiment/optuna_ranges.tex}
\input{sections/experiments/optimization_experiment/optimization_experiment_design}
\input{sections/results/optimization_results}
\input{sections/results/optimization_results}
\input{sections/experiments/stacking_ensemble}
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