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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% PROJECT
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Project}
\subsection{Research Questions}
\def\rqa{\begin{alertblock}{Research Question 1}
\rqatext{}
\end{alertblock}
}
\def\rqb{\begin{alertblock}{Research Question 2}
\rqbtext{}
\end{alertblock}
}
\def\rqc{\begin{alertblock}{Research Question 3}
\rqctext{}
\end{alertblock}
}
\begin{frame}{Research Questions}
\rqa{} \vspace*{\fill}
\rqb{} \vspace*{\fill}
\rqc{} \vspace*{\fill}
\vspace{0.2cm}
\end{frame}
\subsection{Methodology}
\begin{frame}{Methodology}
\framesubtitle{Procedure}
\rqa{}
\vspace{0.75cm}
\begin{enumerate}
\item \phantomsection{}\label{step:ident-sources}
Identify authoritative sources on software testing
% and ``snowball'' from them
\item \phantomsection{}\label{step:ident-terms}
Identify all test approaches and testing-related terms
% described in these authoritative sources
\item \phantomsection{}\label{step:record-info}
Record data for these terms% all relevant data, including
% implicit data, for each term identified in
% step~\ref{step:ident-terms}
; test approach data are comprised of:
\vspace*{-0.4cm}\begin{multicols}{3}\begin{enumerate}
\item Names
\item Categories\footnote{Defined in \Cref{cats-def}.}
\item Definitions
\item Synonyms\footnote{Defined in \Cref{syn-rels}.}
\item Parents\footnote{Defined in \Cref{par-chd-rels}.}
\item Flaws\footnote{Defined in \Cref{flaw-def}.}%
\phantomsection{}\label{manual-flaws}
\end{enumerate}\end{multicols}\vspace*{-0.4cm}
\item \phantomsection{}\label{step:repeat-process}
Repeat steps~\ref{step:ident-sources} to \ref{step:record-info} for
any missing or unclear terms % until the stopping criteria is reached
\setcounter{methodCounter}{\value{enumi}}
\end{enumerate}
\vspace{1.3cm}
\end{frame}
\begin{frame}{Methodology}
\framesubtitle{Sources}
\begin{figure}
\centering
\begin{tikzpicture}
\pie[sum=auto, after number=, text=legend, thick,
scale=\ifnotpaper0.7\else0.5\fi,
every label/.style={align=left, scale=0.7}]
{\stdSources{3}/\stds{},
\metaSources{3}/\metas{},
\textSources{3}/\texts{},
\paperSources{3}/\papers{}}
\onslide<1>{
\node[anchor=west, align=center] at (0, 3) {
In total, we investigated \srcCount{} sources
};
}
\ifnotdefense
\onslide<2>{
\node[anchor=west, align=center] at (-2.2, 3) {
Textbooks used at McMaster were our ad hoc starting points\\
\tiny \citep{Patton2006, PetersAndPedrycz2000, vanVliet2000}
};
\draw[->, very thick] (-1.8, 2.9) -- (-1.55, 0.8);
}
% \onslide<3>{
% \node[anchor=west, align=left] at (2.4, -2) {
% Includes websites \citetext{\citealp{LambdaTest2024}; \\
% \quad\quad\citealp{Pandey2023}} and a booklet\\
% \quad\quad\citep{SPICE2022}};
% \draw[->, very thick] (2.25, -1.5) -- (1.25, -1.1);
% }
\fi
\end{tikzpicture}
\end{figure}
\end{frame}
\begin{frame}{Methodology}
\framesubtitle{Terms}
\begin{itemize}
\item We built a glossary with a row for each test approach
\end{itemize}
\begin{center}
\begin{table}
\small
\begin{tabularx}{\linewidth}{|M{1.1cm}|M{1.3cm}|X|M{1.5cm}|M{1.6cm}|}
\hline
\thead{\textbf{Name}} & \thead{\textbf{Category}} & \thead{\textbf{Definition}} & \thead{\textbf{Parent(s)}} & \thead{\textbf{Synonym(s)}} \\
\hline
A/B Testing & Practice {\tiny (Fig.~2)} & Testing ``that allows testers to determine which of two systems or components performs better'' {\tiny (pp.~1, 36)} & Statistical Testing {\tiny (pp.~1,~36)}, \dots{} & Split-Run Testing {\tiny (pp.~1,~36)} \\
\hline
\end{tabularx}
\caption{\tiny Information from \citep{IEEE2022}}
\end{table}
\end{center}
\vspace{-0.5cm}
\begin{itemize}
\item We gathered this information from sources by looking for:
\begin{itemize}
\item Glossaries, taxonomies, hierarchies, etc.
\item Testing-related terms
\item Terms described \emph{by} other approaches
\item Terms that \emph{imply} other approaches
\end{itemize}
\end{itemize}
\end{frame}
% \begin{frame}{Methodology}
% \framesubtitle{Procedure}
% \begin{itemize}
% \item It seems that the existence of a software quality implies the
% existence of a test type associated with it \pause
% \item Some test approaches use shared or complicated terminology \pause
% \item For each of these, we record its
% \begin{itemize}
% \item Name
% \item Definition
% \item Precedence for a related test type (only for qualities)
% \item Synonym(s)
% \end{itemize}
% \end{itemize}
% \end{frame}
% \begin{frame}{Methodology}
% \framesubtitle{Procedure}
% \begin{itemize}
% \item Recording these data in a consistent format allows for visualizations to
% be generated according to a certain logic \pause
% \item It also allows for subsets of flaws to be identified \pause
% \vspace{1cm}\rqb{}
% \end{itemize}
% \end{frame}
\begin{frame}{Methodology}
\framesubtitle{Procedure}
\rqb{}
\begin{enumerate}
\setcounter{enumi}{\value{methodCounter}}
\item Automatically analyze recorded test approach data
\begin{enumerate}
\item Visualize approach relations
\item Detect certain classes of flaws
\item Analyze manually recorded flaws from
step~\ref{step:record-info}.\ref{manual-flaws}
\end{enumerate}
\item Report results of flaw analysis
% \vspace{0.43cm}
% \rqc{}
% \item Provide examples of how to resolve these flaws
\end{enumerate}
\end{frame}
\ifnotdefense
\begin{frame}[t]{Methodology}
\framesubtitle{Categories}
\vspace{-0.925cm}
\centering
\only<1>{\includegraphics[width=\linewidth]{assets/graphs/manual/catRels1.pdf}}
\only<2>{\includegraphics[width=\linewidth]{assets/graphs/manual/catRels2.pdf}}
\only<3>{\includegraphics[width=\linewidth]{assets/graphs/manual/catRels3.pdf}}
\only<4>{\includegraphics[width=\linewidth]{assets/graphs/manual/catRels4.pdf}}
\only<5>{\includegraphics[width=\linewidth]{assets/graphs/manual/catRels5.pdf}}
\begin{minipage}{0.98\textwidth}
% For weird spacing issue
\only<1-3>{\vspace{-0.8cm}}
\only<4>{\vspace{-0.475cm}}
\only<5>{\vspace{0.02cm}}
\only<1>{\textbf{Approach:} a ``high-level test implementation choice''
\citep[p.~10]{IEEE2022} used to ``pick the particular test case
values'' \citeyearpar[p.~465]{IEEE2017}}
\only<2>{\textbf{Level:} a stage of testing with ``particular
objectives and \dots{} risks'', each performed in sequence
(\citealp[p.~12]{IEEE2022}; \citeyear[p.~6]{IEEE2021a};
\citeyear[p.~6]{IEEE2021c})}
\only<3>{\textbf{Practice:} a ``conceptual framework that can be applied
to \dots{} [a] test process to facilitate testing''
(\citealp[p.~14]{IEEE2022}; \citeyear[p.~471]{IEEE2017})}
\only<4>{\textbf{Technique:} a
% ``defined'' and ``systematic'' \citep[p.~464]{IEEE2017}
``procedure used to create or select a test
model, identify test coverage items, and derive corresponding test cases''
(\citeyear[p.~11]{IEEE2022}; \citeyear[p.~5]{IEEE2021a};
similar in \citeyear[p.~467]{IEEE2017})}
\only<5>{\textbf{Type:} ``testing that is focused on specific quality
characteristics'' (\citealp[p.~15]{IEEE2022}; \citeyear[p.~7]{IEEE2021c};
\citeyear[p.~473]{IEEE2017})}
\end{minipage}
\end{frame}
\begin{frame}[t]{Methodology}
\framesubtitle{Visualization Notation}
\vspace{-0.925cm}
\centering
\only<1>{\includegraphics[width=\linewidth]{assets/graphs/manual/catRels5.pdf}}
\only<2>{\includegraphics[width=\linewidth]{assets/graphs/manual/catRels6.pdf}}
\only<3>{\includegraphics[width=\linewidth]{assets/graphs/manual/catRels7.pdf}}
\begin{minipage}{0.98\textwidth}
\centering
% For spacing issues
\only<1>{\vspace{1.6cm}}
\only<2>{\vspace{-2.2cm}}
\only<3>{\vspace{-1.2cm}}
\only<1>{Arrows point from a \emph{child} node to a \emph{parent} node.}
\only<2>{Lines without arrowheads connect \emph{synonyms}.}
\only<3>{Dashed lines indicate a relationship is \emph{implicit}.}
\end{minipage}
\end{frame}
% \begin{frame}[t]{Methodology}
% \framesubtitle{Visualization Notation}
% \begin{columns}[T]
% \begin{column}{.5\textwidth}
% \vspace{-0.5cm}
% \centering
% \includegraphics[width=\linewidth]{assets/graphs/manual/catRels8.pdf}
% \end{column}
% \begin{column}{.5\textwidth}
% \vspace{0.75cm}
% Dashed outlines indicate a term is \emph{implicit}.\\
% \vspace{1.3cm}
% Dotted outlines indicate a term is a \emph{synonym} to more than one term.
% \end{column}
% \end{columns}
% \end{frame}
\fi
\begin{frame}{Visualization of Test Approaches}
\ifnotdefense \pause \fi
\centering \large \texttt{! Dimension too large.}
\ifnotdefense \else \\\quad\\ \normalsize (\qty{8}{\metre} by \qty{2.5}{\metre}) \fi
% \includegraphics[width=0.75\textwidth]{assets/graphs/approachGraph.pdf}
\end{frame}
% \begin{frame}{Visualization of Test Levels}
% \includegraphics[width=\textwidth]{assets/graphs/levelGraph.pdf}
% \end{frame}
\begin{frame}{Visualization of Test Practices}
\includegraphics[width=\textwidth]{assets/graphs/practiceGraph.pdf}
\end{frame}
% \begin{frame}{Visualization of Test Techniques}
% \includegraphics[width=\textwidth]{assets/graphs/techniqueGraph.pdf}
% \end{frame}
\begin{frame}{Visualization of Test Types}
\includegraphics[width=\textwidth]{assets/graphs/typeGraph.pdf}
\end{frame}
\begin{frame}{Visualization of Performance-related Testing}
\includegraphics[width=\textwidth]{assets/graphs/performanceGraph.pdf}
\end{frame}
% \begin{frame}[t]{Methodology}
% \framesubtitle{Static Testing}
% \begin{figure}
% \centering
% \includegraphics[height=0.65\textheight]{assets/images/test approach choices}
% \caption{\tiny \citep[Fig.~2]{IEEE2022}}
% \end{figure}
% \end{frame}
% \begin{frame}{Methodology}
% \framesubtitle{Static Testing}
% \begin{columns}[c]
% \begin{column}{.3\textwidth}
% \begin{figure}
% \centering
% \includegraphics[width=\linewidth]{assets/images/test approach static testing}
% \caption{\tiny Adapted from \citep[Fig.~2]{IEEE2022}}
% \end{figure}
% \end{column}
% \begin{column}{.7\textwidth}
% \begin{itemize}
% \item \citeauthor{IEEE2022} seem to describe ``static testing''
% as a separate category
% \item \pause Is ``static testing'' part of software testing?
% \vspace{-0.25cm}\begin{columns}[t]
% \begin{column}{.55\textwidth}
% \begin{center}
% \textbf{Yes}
% \end{center} \tiny
% \hspace{0.75cm}\citep[pp.~16\==17]{IEEE2022} \\
% \hspace{0.75cm}\citep[p.~43]{IEEE2021b} \\
% \hspace{0.75cm}\citep[p.~5\=/2]{SWEBOK2025} \\
% \hspace{0.75cm}\citep[pp.~8\==9]{Gerrard2000a}
% \end{column}
% \begin{column}{.45\textwidth}
% \begin{center}
% \hspace{-0.25cm}\textbf{No}
% \end{center} \tiny
% \citep[p.~427]{IEEE2017} \\
% \citep[pp.~5\=/1]{SWEBOK2025} \\
% \citep[p.~13]{Firesmith2015} \\
% \citep[p.~439]{PetersAndPedrycz2000} \\
% \citep[p.~222]{AmmannAndOffutt2017}
% \end{column}
% \end{columns}\vspace{0.25cm}
% \item \pause We record static test approaches for completeness
% % \item \pause Quite distinct but not necessarily orthogonal
% % \item \pause When considering static testing in isolation,
% % related \emph{dynamic approaches} have grey backgrounds
% % \vspace{-0.5cm}
% % \includegraphics[width=\linewidth]{assets/graphs/manual/catRels9.pdf}
% \end{itemize}
% \end{column}
% \end{columns}
% \end{frame}
% \begin{frame}{Visualization of \emph{Static} Test Approaches}
% \includegraphics[width=\textwidth]{assets/graphs/staticGraph.pdf}
% \end{frame}
\section{Results}
\begin{frame}{Overview}
% \onslide<1->\rqa{} \vspace*{\fill}
% \onslide<1>\rqb{} \vspace*{\fill}
% \onslide<1>\rqc{} \vspace*{\fill}
% \onslide<2>
% \vspace{-4cm}
\begin{columns}
\begin{column}{0.37\textwidth}
\vspace{-1.5cm}
\begin{itemize}
\item \approachCount{} test approaches $\rightarrow$
\item \qualityCount{} software qualities \\ {\scriptsize (may imply test approaches)}
\item \flawCount{} flaws in the software testing literature
\end{itemize}
\end{column}
\begin{column}{0.63\textwidth}
\centering
% \begin{tikzpicture}
% \pie[sum=100, text=legend, thick, scale=0.5,
% every label/.style={align=left, scale=0.7}]
% {{\the\numexpr 100 - 100 * \UndefAfter/\TotalAfter}/Defined,
% {\the\numexpr 100 * \UndefAfter/\TotalAfter}/{Not defined}}
% \end{tikzpicture}
% Based off code from https://pgfplots.net/stacked-bar-plot/
\begin{tikzpicture}[scale=0.8]
\begin{axis}[
xbar stacked,
bar width=15pt, y=40pt,
nodes near coords,
legend cell align=left,
legend style={at={(0.5,-0.4)}, anchor=north, legend columns=1},
xlabel={Number of Test Approaches},
xmin=0, xmax={\the\numexpr\TotalAfter\relax},
ytick=data, yticklabels={Categories,\parbox{0.27\textwidth}{\raggedleft Significant Relations},Definitions},
]
% Legend header from https://tex.stackexchange.com/a/2332/192195
\addlegendimage{empty legend}
% Found
\addplot[xbar,fill=blue!60] plot coordinates {
(\the\numexpr\TotalAfter - \UndefAfter\relax,0)
(\the\numexpr\TotalAfter - \orphanCount\relax,1)
(\the\numexpr\TotalAfter - \uncatCount\relax,2)
};
% Not Found
\addplot[xbar,fill=orange!60] plot coordinates {
(\the\numexpr\UndefAfter\relax,0)
(\orphanCount,1)
(\uncatCount,2)
};
\legend{\large \textbf{Legend},Found,Not Found}
\end{axis}
\end{tikzpicture}
\end{column}
\end{columns}
\end{frame}
\begin{frame}{Flaw Summary by Source Tier}
\begin{figure}
\centering
\input{assets/graphs/flawBarsSummarySem}\vspace*{0.4mm}
\end{figure}
\end{frame}
\ifnotdefense
\begin{frame}{Normalized Flaw Summary}
\begin{figure}
\centering
\input{assets/graphs/normFlawBarsSummarySem}
\end{figure}
\end{frame}
\fi
\begin{frame}{More Detailed Flaw Summary by Source Tier}
\input{assets/graphs/flawBarsSem}
\end{frame}
\begin{frame}{Flaw Summary by Manifestation}
\begin{center}
\input{assets/graphs/flawMnfstBarsSummary}\hspace{30cm}\vspace*{-10mm}
\end{center}
\end{frame}
\begin{frame}{Flaw Summary by Domain}
\begin{center}
\input{assets/graphs/flawDmnBarsSummary}
\end{center}
\end{frame}
\begin{frame}{General Flaw Observations}
\begin{enumerate}
\item Contradictions are the most common manifestation, likely due to
our automation and inconsistencies between (sets of) authors
\item Approach categories are the most subjective and one of the most
common domains
\item Semantic flaws are more common than syntatic ones
\end{enumerate}
\end{frame}
\begin{frame}{Automated Flaws}
\framesubtitle{Intransitive Synonyms}
Some terms are given as a synonym to two (or more) disjoint terms, making
their relations ambiguous
\vspace{-0.5cm}
\begin{columns}[c]
\begin{column}{.475\linewidth}
\small
\begin{table}[hbtp!]
\centering
\begin{tabularx}{\textwidth}{c>{\raggedleft\arraybackslash}X} \hline
Name & Synonym(s) \\ \hline
E & F (Author, 2022; implied by StdAuthor, 2021) \\
G & F (Author, 2017), H (implied by 2022) \\
H & X (StdAuthor, 2021) \\ \hline
\end{tabularx}
\end{table}
\end{column}
\begin{column}{.5\linewidth}
\includegraphics[width=\textwidth]{assets/graphs/SynExampleGlossaryGraph.pdf}
\end{column}
\end{columns} %\pause
\vspace{-0.25cm}
\end{frame}
\begin{frame}{Automated Flaws}
\framesubtitle{Intransitive Synonyms}
% Some prominent examples: \vspace{0.25cm}
\textbf{Functional testing:} % \hfill \textbf{Source(s)}
\begin{itemize}
\item \small Specification-based testing {\tiny (\citealp[p.~196]{IEEE2017}; \citealp[p.~399]{vanVliet2000}; \dots{})}
% ; \citealp[pp.~44\==45, 48]{Kam2008})}
\item Conformance testing \emph{and} correctness testing {\tiny \citep[p.~5\=/7]{SWEBOK2025}}
% \item \emph{Correctness testing} {\tiny \citep[p.~5\=/7]{SWEBOK2025}}
\end{itemize}
\vspace{0.4cm}
\textbf{Specification-based testing:} % \hfill \textbf{Source(s)}
\begin{itemize}
\item \small Functional testing {\tiny (\citealp[p.~196]{IEEE2017}; \citealp[p.~399]{vanVliet2000}; \citealp[pp.~44\==45, 48]{Kam2008})}
\item Domain testing {\tiny \citep[p.~5\=/10]{SWEBOK2025}}
\end{itemize}%\pause
\vspace{-0.2cm}
\includegraphics[width=\textwidth]{assets/graphs/manual/expSynSpecGraph.pdf}
% \item \textbf{Portability Testing:}
% \begin{itemize}
% \item Flexibility Testing {\hfill \tiny \citep{ISO_IEC2023a}}
% \item Configuration Testing {\hfill \tiny \citep[p.~43]{Kam2008}}
% \end{itemize}
% \vspace{0.25cm}
% \item \textbf{Soak Testing:}
% \begin{itemize}
% \item Endurance Testing {\hfill \tiny \citep[p.~39]{IEEE2021c}}
% \item Reliability Testing {\hfill \tiny (\citealp[Tab.~2]{Gerrard2000a};
% \citeyear[Tab.~1, p.~26]{Gerrard2000b})}
% % Endurance testing is given as a child of reliability testing by
% % \citet[p.~55]{Firesmith2015}, although the terms are not synonyms.
% \end{itemize}
% \item \textbf{Link Testing:}
% \begin{itemize}
% \item Branch Testing {\hfill \tiny (implied by \citealp[p.~24]{IEEE2021c};
% \citealp[p.~4]{Reid1996})}
% \item Component Integration Testing {\hfill \tiny \citep[p.~45]{Kam2008}}
% \item Integration Testing {\hfill \tiny (implied by \citealp[p.~13]{Gerrard2000a})}
% \end{itemize}
% \item \textbf{Invalid Testing:}
% \begin{itemize}
% \item Error Tolerance Testing {\hfill \tiny \citep[p.~45]{Kam2008}}
% \item Negative Testing {\hfill \tiny \citepISTQB{}}
% \end{itemize} \pause
\end{frame}
\begin{frame}{Automated Flaws}
\framesubtitle{Irreflexive Parents}
We also found some test approaches that are given as parents of themselves:
\vspace{0.25cm}
\begin{enumerate}
\item Performance testing {\tiny (\citealp[Tab.~2]{Gerrard2000a}; \citeyear[Tab.~1]{Gerrard2000b})}
\item System testing {\tiny \citep[p.~23]{Firesmith2015}}
\item Usability testing {\tiny (\citealp[Tab.~2]{Gerrard2000a}; \citeyear[Tab.~1]{Gerrard2000b})}
\end{enumerate}
\end{frame}
% \begin{frame}{Automated Flaws}
% \framesubtitle{Synonym and Parent-Child Overlaps}
% \begin{figure}[h!]
% \centering
% \includegraphics[width=\linewidth]{assets/graphs/manual/expParSynLegend.pdf}
% \includegraphics[width=\linewidth]{assets/graphs/manual/expParSynGraph.pdf}
% \end{figure}
% \end{frame}
\begin{frame}{Automated Flaws}
\framesubtitle{Synonym and Parent-Child Overlaps}
\begin{columns}[c]
\begin{column}{.4\linewidth}
\includegraphics[width=\linewidth]{assets/graphs/manual/expParSynSpecGraph.pdf}
\end{column}
\begin{column}{.65\linewidth}
\begin{itemize}
\item Functional testing is a:
\begin{itemize}
\item Synonym {\tiny (\citealp[p.~196]{IEEE2017}; \\\hspace{0.75cm} \citealp[p.~399]{vanVliet2000}; \citealp[pp.~44\==45, 48]{Kam2008})}
\item Child {\tiny (\citealp[p.~38]{IEEE2021c}; \citealp[p.~42]{Kam2008})}
\end{itemize}
\item Domain testing is a:
\begin{itemize}
\item Synonym {\tiny \citep[p.~5\=/10]{SWEBOK2025}}
\item Child {\tiny \citep[Tab.~12.1]{PetersAndPedrycz2000}}
\end{itemize}
\end{itemize}
\end{column}
\end{columns}
\end{frame}