diff --git a/30_Thesis/figures/50_design_and_implementation/class_diagram_scoring_functions_simplified.pdf b/30_Thesis/figures/50_design_and_implementation/class_diagram_scoring_functions_simplified.pdf
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@@ -63,9 +63,14 @@ The choice among database systems has to be made between \emph{non-relational} a
 \section{Scoring Functions}
 \label{sec:DesignImplementation:ScroingFunctions}
 
-Scoring functions are implemented in a modular fashion. There are different types of scoring functions. Some are meant for evaluating user preferences (and inherit from the class \emph{PreferenceScoringFunction}), others are meant for penalising changes in the current configuration state and therefore inherit from  \emph{ConfigurationPenalty}. The last type of scoring function is a composite scoring function that consists of one or multiple scoring functions and combines their scores to one. It uses the \emph{composite design pattern} \cite{gamma2015design}. These functions allow ´the flexible combination of functions and, in addition due to their underlying structure they can use similar components. For example, preference scoring functions use a \emph{pipeline} \cite{gamma2015design} to first convert preferences to a list of values. This is done using \emph{PreferenceToListFunction}. A list can be modified with a \emph{ListToListFunction}. This step is optional. The last mandatory step is to convert the list to a value using \emph{ListToValueFunction}. After this step, the value can be modified further, for example with a threshold function or any other function. All these components allow the easy and quick creation of new scoring functions. A scoring function factory is used to assemble a scoring function based on input parameters. This provides flexibility for quickly implementing new types of scoring functions.
+\autoref{fig:DesignImplementation:ClassDiagramScoringFunctions}) shows a simplified class diagram for scoring functions which are implemented in a modular fashion. There are different types of scoring functions. Some are meant for evaluating user preferences (and inherit from the class \texttt{PreferenceScoringFunction}), others are meant for penalising changes in the current configuration state and therefore inherit from  \texttt{ConfigurationPenalty}. The last type of scoring function is \texttt{ReduceScoringFunction} that consists of one or multiple scoring functions and combines their scores to one. It uses the \emph{composite design pattern} \cite{gamma2015design}. These functions allow ´the flexible combination of functions and, in addition due to their underlying structure they can use similar components. For example, preference scoring functions use a \emph{pipeline} \cite{gamma2015design} to first convert preferences to a list of values. This is done using \texttt{PreferenceToListFunction}. A list can be modified with a \texttt{ListToListFunction}. This step is optional. The last mandatory step is to convert the list to a value using \texttt{ListToValueFunction}. After this step, the value can be modified further, for example with a threshold function or any other function. All these components allow the easy and quick creation of new scoring functions. A factory (\texttt{ScoringFunctionFactory}) is used to assemble a scoring function based on input parameters. This provides flexibility for quickly implementing new types of scoring functions.
 
-\todo[]{add class diagramm?}
+\begin{figure}
+    \centering
+    \includegraphics[width=1\textwidth]{./figures/50_design_and_implementation/class_diagram_scoring_functions_simplified.pdf}
+    \caption[Class Diagram: Scoring Functions]{A simplified class diagram of the classes and interface related to scoring functions. }
+    \label{fig:DesignImplementation:ClassDiagramScoringFunctions}
+\end{figure}
 
 
 \section{Technologies}