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<!DOCTYPE html>
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<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
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<title>Gregory Gay</title>
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<span class="d-block d-lg-none">Gregory Gay</span>
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<a class="nav-link js-scroll-trigger" href="#about">About Me</a>
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<section class="resume-section p-3 p-lg-5 d-flex d-column" id="about">
<div class="my-auto">
<h1 class="mb-1">Gregory Gay</h1>
<div class="mb-3"><h3>Associate Professor, Chalmers and the University of Gothenburg</h3></div>
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<a href="mailto:greg[at]greggay[dot]com">
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<p class="lead mb-5">Our society depends on complex software. My research focuses on <strong>software testing and analysis</strong>, <strong>the use of AI to automate development tasks</strong>, <strong>search-based software engineering</strong>, and <strong>engineering of AI and ML-based systems</strong>, with the aim of helping developers deliver those systems in a <strong>safe</strong>, <strong>secure</strong>, and <strong>efficient</strong> manner.
</p>
<p class="lead mb-5">For more, continue scrolling or see my <strong><a href="pdf/cv.pdf">CV</a></strong>.</p>
</div>
</section>
<!-- <hr class="m-0">
<section class="resume-section p-3 p-lg-5 d-flex flex-column" id="research">
<div class="my-auto">
<h2 class="mb-5">Research Overview</h2>
<h3>At a glance:</h3>
<div id="htmltagcloud"> <span id="0" class="wrd tagcloud0"><a href="#tagcloud">achieve</a></span> <span id="1" class="wrd tagcloud0"><a href="#tagcloud">al</a></span> <span id="2" class="wrd tagcloud1"><a href="#tagcloud">algorithm</a></span> <span id="3" class="wrd tagcloud2"><a href="#tagcloud">approach</a></span> <span id="4" class="wrd tagcloud0"><a href="#tagcloud">automated</a></span> <span id="5" class="wrd tagcloud0"><a href="#tagcloud">based</a></span> <span id="6" class="wrd tagcloud0"><a href="#tagcloud">behavior</a></span> <span id="7" class="wrd tagcloud2"><a href="#tagcloud">branch</a></span> <span id="8" class="wrd tagcloud0"><a href="#tagcloud">budget</a></span> <span id="9" class="wrd tagcloud4"><a href="#tagcloud">case</a></span> <span id="10" class="wrd tagcloud1"><a href="#tagcloud">change</a></span> <span id="11" class="wrd tagcloud2"><a href="#tagcloud">class</a></span> <span id="12" class="wrd tagcloud2"><a href="#tagcloud">code</a></span> <span id="13" class="wrd tagcloud2"><a href="#tagcloud">combination</a></span> <span id="14" class="wrd tagcloud0"><a href="#tagcloud">complex</a></span> <span id="15" class="wrd tagcloud0"><a href="#tagcloud">computer</a></span> <span id="16" class="wrd tagcloud1"><a href="#tagcloud">condition</a></span> <span id="17" class="wrd tagcloud1"><a href="#tagcloud">constraints</a></span> <span id="18" class="wrd tagcloud0"><a href="#tagcloud">cost</a></span> <span id="19" class="wrd tagcloud7"><a href="#tagcloud">coverage</a></span> <span id="20" class="wrd tagcloud3"><a href="#tagcloud">criteria</a></span> <span id="21" class="wrd tagcloud1"><a href="#tagcloud">criterion</a></span> <span id="22" class="wrd tagcloud4"><a href="#tagcloud">data</a></span> <span id="23" class="wrd tagcloud0"><a href="#tagcloud">dataset</a></span> <span id="24" class="wrd tagcloud4"><a href="#tagcloud">dc</a></span> <span id="25" class="wrd tagcloud1"><a href="#tagcloud">decision</a></span> <span id="26" class="wrd tagcloud3"><a href="#tagcloud">detection</a></span> <span id="27" class="wrd tagcloud0"><a href="#tagcloud">development</a></span> <span id="28" class="wrd tagcloud2"><a href="#tagcloud">different</a></span> <span id="29" class="wrd tagcloud5"><a href="#tagcloud">effectiveness</a></span> <span id="30" class="wrd tagcloud2"><a href="#tagcloud">engineering</a></span> <span id="31" class="wrd tagcloud0"><a href="#tagcloud">evaluation</a></span> <span id="32" class="wrd tagcloud3"><a href="#tagcloud">example</a></span> <span id="33" class="wrd tagcloud2"><a href="#tagcloud">execution</a></span> <span id="34" class="wrd tagcloud1"><a href="#tagcloud">experiment</a></span> <span id="35" class="wrd tagcloud0"><a href="#tagcloud">expression</a></span> <span id="36" class="wrd tagcloud7"><a href="#tagcloud">fault</a></span> <span id="37" class="wrd tagcloud1"><a href="#tagcloud">figure</a></span> <span id="38" class="wrd tagcloud0"><a href="#tagcloud">filtering</a></span> <span id="39" class="wrd tagcloud1"><a href="#tagcloud">finding</a></span> <span id="40" class="wrd tagcloud1"><a href="#tagcloud">fitness</a></span> <span id="41" class="wrd tagcloud0"><a href="#tagcloud">found</a></span> <span id="42" class="wrd tagcloud3"><a href="#tagcloud">function</a></span> <span id="43" class="wrd tagcloud7"><a href="#tagcloud">generation</a></span> <span id="44" class="wrd tagcloud2"><a href="#tagcloud">implementation</a></span> <span id="45" class="wrd tagcloud1"><a href="#tagcloud">improvement</a></span> <span id="46" class="wrd tagcloud0"><a href="#tagcloud">increase</a></span> <span id="47" class="wrd tagcloud0"><a href="#tagcloud">indicate</a></span> <span id="48" class="wrd tagcloud0"><a href="#tagcloud">inlined</a></span> <span id="49" class="wrd tagcloud3"><a href="#tagcloud">input</a></span> <span id="50" class="wrd tagcloud0"><a href="#tagcloud">internal</a></span> <span id="51" class="wrd tagcloud0"><a href="#tagcloud">keys</a></span> <span id="52" class="wrd tagcloud0"><a href="#tagcloud">line</a></span> <span id="53" class="wrd tagcloud3"><a href="#tagcloud">mc</a></span> <span id="54" class="wrd tagcloud0"><a href="#tagcloud">measure</a></span> <span id="55" class="wrd tagcloud4"><a href="#tagcloud">methods</a></span> <span id="56" class="wrd tagcloud0"><a href="#tagcloud">metrics</a></span> <span id="57" class="wrd tagcloud4"><a href="#tagcloud">model</a></span> <span id="58" class="wrd tagcloud2"><a href="#tagcloud">mutants</a></span> <span id="59" class="wrd tagcloud0"><a href="#tagcloud">mutation</a></span> <span id="60" class="wrd tagcloud3"><a href="#tagcloud">number</a></span> <span id="61" class="wrd tagcloud1"><a href="#tagcloud">obligations</a></span> <span id="62" class="wrd tagcloud3"><a href="#tagcloud">observability</a></span> <span id="63" class="wrd tagcloud0"><a href="#tagcloud">operator</a></span> <span id="64" class="wrd tagcloud5"><a href="#tagcloud">oracle</a></span> <span id="65" class="wrd tagcloud3"><a href="#tagcloud">output</a></span> <span id="66" class="wrd tagcloud0"><a href="#tagcloud">path</a></span> <span id="67" class="wrd tagcloud1"><a href="#tagcloud">performance</a></span> <span id="68" class="wrd tagcloud0"><a href="#tagcloud">process</a></span> <span id="69" class="wrd tagcloud0"><a href="#tagcloud">produce</a></span> <span id="70" class="wrd tagcloud2"><a href="#tagcloud">program</a></span> <span id="71" class="wrd tagcloud0"><a href="#tagcloud">provide</a></span> <span id="72" class="wrd tagcloud2"><a href="#tagcloud">random</a></span> <span id="73" class="wrd tagcloud0"><a href="#tagcloud">ranking</a></span> <span id="74" class="wrd tagcloud3"><a href="#tagcloud">requirements</a></span> <span id="75" class="wrd tagcloud0"><a href="#tagcloud">research</a></span> <span id="76" class="wrd tagcloud5"><a href="#tagcloud">results</a></span> <span id="77" class="wrd tagcloud2"><a href="#tagcloud">satisfy</a></span> <span id="78" class="wrd tagcloud1"><a href="#tagcloud">search</a></span> <span id="79" class="wrd tagcloud1"><a href="#tagcloud">selection</a></span> <span id="80" class="wrd tagcloud0"><a href="#tagcloud">sets</a></span> <span id="81" class="wrd tagcloud2"><a href="#tagcloud">size</a></span> <span id="82" class="wrd tagcloud3"><a href="#tagcloud">software</a></span> <span id="83" class="wrd tagcloud0"><a href="#tagcloud">specific</a></span> <span id="84" class="wrd tagcloud1"><a href="#tagcloud">state</a></span> <span id="85" class="wrd tagcloud2"><a href="#tagcloud">steering</a></span> <span id="86" class="wrd tagcloud2"><a href="#tagcloud">structure</a></span> <span id="87" class="wrd tagcloud2"><a href="#tagcloud">study</a></span> <span id="88" class="wrd tagcloud6"><a href="#tagcloud">suites</a></span> <span id="89" class="wrd tagcloud5"><a href="#tagcloud">system</a></span> <span id="90" class="wrd tagcloud1"><a href="#tagcloud">table</a></span> <span id="91" class="wrd tagcloud10"><a href="#tagcloud">test</a></span> <span id="92" class="wrd tagcloud0"><a href="#tagcloud">tools</a></span> <span id="93" class="wrd tagcloud1"><a href="#tagcloud">treatment</a></span> <span id="94" class="wrd tagcloud0"><a href="#tagcloud">type</a></span> <span id="95" class="wrd tagcloud4"><a href="#tagcloud">used</a></span> <span id="96" class="wrd tagcloud4"><a href="#tagcloud">values</a></span> <span id="97" class="wrd tagcloud4"><a href="#tagcloud">variables</a></span> <span id="98" class="wrd tagcloud0"><a href="#tagcloud">version</a></span> <span id="99" class="wrd tagcloud1"><a href="#tagcloud">work</a></span> </div>
<h3>Research areas and projects:</h3>
<img src="img/rmapping.png" alt="research mapping"/>
</div>
</section> -->
<hr class="m-0">
<section class="resume-section p-3 p-lg-5 d-flex flex-column" id="pubs">
<div class="my-auto">
<h2 class="mb-5">Publications</h2>
<h3 class="mb-3">2026</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Folklore in Software Engineering: A Definition and Conceptual Foundations</div>
<p>Eduard Paul Enoiu, Jean Malm, Gregory Gay - International Conference on Cooperative and Human Aspects of Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/26folklore.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- From Logs to Lessons: An Exploration of LLM-based Log Summarization for Debugging Automotive Software</div>
<p>Anton Ekström, Hampus Rhedin Stam, Francisco Gomes de Oliveira Neto, Gregory Gay, Sabina Edenlund - International Conference on Automation of Software Test</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/26llmlog.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2025</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Exploring the Interaction of Code Coverage and Non-Coverage Objectives in Search-Based Test Generation</div>
<p>Afonso Fontes, Gregory Gay, Robert Feldt - Software Testing, Verification and Reliability</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/25multiobj.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Maintainability Definition, Scoping, and Measurement for Machine Learning Systems</div>
<p>Khan Mohammad Habibullah, Juan Garcia Diaz, Gregory Gay, Jennifer Horkoff - International Conference on the Quality of Information and Communications Technology</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/25maintainability.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Discourse Analysis for Participatory Discussions: A Topic Shift Detection Approach Using Text Mining and Network-Based Analysis</div>
<p> Shun Ikumi, Gregory Gay, Maiko Sakamoto - International Conference on Group Decision and Negotiation (Doctoral Consortium Track)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/25gdn.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2024</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Integrating Mutation Testing Into Developer Workflow: An Industrial Case Study</div>
<p>Stefan Alexander van Heijningen, Theo Wiik, Francisco Gomes de Oliveira Neto, Gregory Gay, Kim Viggedal, David Friberg - International Conference on Automated Software Engineering (Industry Track)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/24mutation.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- An Intelligent Test Management System for Optimizing Decision Making During Software Testing</div>
<p>Albin Lönnfalt, Viktor Tu, Gregory Gay, Animesh Singh, Sahar Tahvili - Journal of Systems and Software</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/24CIConfigPrediction.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- A Framework for Managing Quality Requirements for Machine Learning-Based Software Systems</div>
<p>Khan Mohammad Habibullah, Gregory Gay, Jennifer Horkoff - International Conference on the Quality of Information and Communications Technology</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/24quatic.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Testing, Debugging, and Log Analysis with Modern AI Tools</div>
<p>Miroslaw Staron, Silvia Abrahao, Gregory Gay, Alexander Serebrenik - IEEE Software (Practitioners' Digest)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/24digest.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Scoping of Non-Functional Requirements for Machine Learning Systems</div>
<p>Khan Mohammad Habibullah, Juan Garcia Diaz, Gregory Gay, Jennifer Horkoff - International Conference on Requirements Engineering (Posters)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/24poster.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Exploring the Role of Automation in Duplicate Bug Report Detection: An Industrial Case Study</div>
<p>Malte Götharsson, Karl Stahre, Gregory Gay, Francisco Gomes de Oliveira Neto - International Conference on Automation of Software Test</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/24duplicates.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Requirements and Software Engineering for Automotive Perception Systems: An Interview Study</div>
<p>Khan Mohammad Habibullah, Hans-Martin Heyn, Gregory Gay, Jennifer Horkoff, Eric Knauss, Markus Borg, Alessia Knauss, Håkan Sivencrona, Polly Jing Li. - Requirements Engineering Journal</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/24aps.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2023</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Improving the Readability of Generated Tests Using GPT-4 and ChatGPT Code Interpreter</div>
<p>Gregory Gay - Symposium on Search-Based Software Engineering (Challenge Track)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23readability.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Developer Views on Software Carbon Footprint and its Potential for Automated Reduction</div>
<p>Haozhou Lyu, Gregory Gay, Maiko Sakamoto - Symposium on Search-Based Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23cfreq.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Exploring Genetic Improvement of the Carbon Footprint of Web Pages</div>
<p>Haozhou Lyu, Gregory Gay, Maiko Sakamoto - Symposium on Search-Based Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23cfgi.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Understanding Problem Solving in Software Testing: An Exploration of Tester Routines and Behavior</div>
<p>Eduard Paul Enoiu, Gregory Gay, Jameel Esber, Robert Feldt - International Conference on Testing Software and Systems <strong>(Best Paper Winner)</strong></p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23problemmodel.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- How Do Different Types of Testing Goals Affect Test Case Design?</div>
<p>Dia Istanbuly, Max Zimmer, Gregory Gay - International Conference on Testing Software and Systems</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23goals.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Search-Based Test Generation Targeting Non-Functional Quality Attributes of Android Apps</div>
<p>Teklit Berihu Gereziher, Selam Welu Gebrekrstos, Gregory Gay - Genetic and Evolutionary Computation Conference</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23searchnonfunc.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- The Integration of Machine Learning into Automated Test Generation: A Systematic Mapping Study</div>
<p>Afonso Fontes, Gregory Gay - Wiley Software Testing, Verification and Reliability</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23mapping.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Identifying Redundancies and Gaps Across Testing Levels During Verification of Automotive Software</div>
<p> Rohini Bisht, Selomie Kindu Ejigu, Gregory Gay, Predrag Filipovikj - International Workshop on User Interface Test Automation and Testing Techniques for Event Based Software</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23vmodel.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Mutation Testing in Continuous Integration: An Exploratory Industrial Case Study</div>
<p>Jonathan Örgård, Gregory Gay, Francisco Gomes de Oliveira Neto, Kim Viggedal - International Workshop on Mutation Analysis</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23mutationci.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Requirements Engineering for Automotive Perception Systems: an Interview Study</div>
<p>Khan Mohammad Habibullah, Hans-Martin Heyn, Gregory Gay, Jennifer Horkoff, Eric Knauss, Markus Borg, Alessia Knauss, Håkan Sivencrona, Polly Jing Li - International Working Conference on Requirement Engineering: Foundation for Software Quality (REFSQ)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23perception.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Test Maintenance for Machine Learning Systems: A Case Study in the Automotive Industry</div>
<p>Lukas Berglund, Tim Grube, Gregory Gay, Francisco Gomes de Oliveira Neto, Dimitrios Platis - International Conference on Software Testing (Industry Track)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23maintenance.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- How Closely are Common Mutation Operators Coupled to Real Faults?</div>
<p>Gregory Gay, Alireza Salahirad - International Conference on Software Testing <strong>(Distinguished Paper Winner)</strong></p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23coupling.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Non-Functional Requirements for Machine Learning: Understanding Current Use and Challenges Among Practitioners</div>
<p>Khan Mohammad Habibullah, Gregory Gay, Jennifer Horkoff - Requirements Engineering Journal</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/23nfrsurvey.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2022</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Mapping the Structure and Evolution of Software Testing Research Over the Past Three Decades</div>
<p>Alireza Salahirad, Gregory Gay, Ehsan Mohammadi - Journal of Systems and Software</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/22topics.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Non-Functional Requirements for Machine Learning: An Exploration of System Scope and Interest</div>
<p>Khan Mohammad Habibullah, Gregory Gay, Jennifer Horkoff - Workshop on Software Engineering for Responsible AI (SE4RAI'22)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/22nfrexplore.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2021</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Automated Support for Unit Test Generation</div>
<p>Afonso Fontes, Gregory Gay, Francisco Gomes de Oliveria Neto, Robert Feldt - Book Chapter, from "Optimising the Software Development Process with Artificial Intelligence" (Springer)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/21ai4se.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Learning How to Search: Generating Effective Test Cases Through Adaptive Fitness Function Selection</div>
<p>Hussein Almulla, Gregory Gay - Empirical Software Engineering Journal</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/21affs.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Efficient and Effective Generation of Test Cases for Pedestrian Detection - Search-based Software Testing of Baidu Apollo in SVL</div>
<p>Hamid Ebadi, Mahshid Helali Moghadam, Markus Borg, Gregory Gay, Afonso Fontes, Kasper Socha - International Conference on Artificial Intelligence Testing (Challenge Track)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/21aitest.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Using Machine Learning to Generate Test Oracles: A Systematic Literature Review</div>
<p>Afonso Fontes, Gregory Gay - International Workshop on Test Oracles</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/21oracleslr.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2020</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Defects4J as a Challenge Case for the Search-Based Software Engineering Community</div>
<p>Gregory Gay, Rene Just - Symposium on Search-Based Software Engineering (Challenge Cases Track)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/20d4j.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Generating Diverse Test Suites for Gson Through Adaptive Fitness Function Selection</div>
<p>Hussein Almulla, Gregory Gay - Symposium on Search-Based Software Engineering (Challenge Solutions Track)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/20rldiv.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Bytecode-based Multiple Condition Coverage: An Initial Investigation</div>
<p>Srujana Bollina, Gregory Gay - Symposium on Search-Based Software Engineering (Replications and Negative Results Track)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/20bmcc.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Understanding The Impact of Solver Choice in Model-Based Test Generation</div>
<p>Ying Meng, Gregory Gay - International Symposium on Empirical Software Engineering and Measurement</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/20solvers.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Learning How to Search: Generating Exception-Triggering Tests Through Adaptive Fitness Function Selection</div>
<p>Hussein Almulla, Gregory Gay - International Conference on Software Testing</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/20icst.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2019</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Choosing The Fitness Function for the Job: Automated Generation of Test Suites that Detect Real Faults</div>
<p>Alireza Salahirad, Hussein Almulla, Gregory Gay - Wiley Software Testing, Verification, and Reliability</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/19fitness.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- One-Size-Fits-None? Improving Test Generation Using Context-Optimized Fitness Functions</div>
<p>Gregory Gay - International Workshop on Search-Based Software Testing</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/19sbst.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2018</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Ensuring the Observability of Structural Test Obligations</div>
<p>Ying Meng, Gregory Gay, Michael Whalen - IEEE Transactions on Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/18omcdc.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Mapping Class Dependencies for Fun and Profit</div>
<p>Allen Kanapala, Gregory Gay - Symposium on Search-Based Software Engineering (Hot Off the Press Track)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/18coupling.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Detecting Real Faults in the Gson Library Through Search-Based Unit Test Generation</div>
<p>Gregory Gay - Symposium on Search-Based Software Engineering, Challenge Track</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/18gson.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Investigating Faults Missed by Test Suites Achieving High Code Coverage</div>
<p>Amanda Schwartz, Daniel Puckett, Ying Meng, Gregory Gay - Journal of Systems and Software</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/18mutation.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- To Call, or Not to Call: Contrasting Direct and Indirect Branch Coverage in Test Generation</div>
<p>Gregory Gay - International Workshop on Search-Based Software Testing</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/18sbstdbc.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Multifaceted Test Suite Generation Using Primary and Supporting Fitness Functions</div>
<p>Gregory Gay - International Workshop on Search-Based Software Testing <strong>(Best Presentation Winner)</strong></p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/18sbstposition.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2017</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Using Search-Based Test Generation to Discover Real Faults in Guava</div>
<p>Hussein Almulla, Alireza Salahirad, Gregory Gay - Symposium on Search-Based Software Engineering, Challenge Track</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/17guava.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Generating Effective Test Suites by Combining Coverage Criteria</div>
<p>Gregory Gay - Symposium on Search-Based Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/17ssbse.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- The Fitness Function for the Job: Search-Based Generation of Test Suites that Detect Real Faults</div>
<p>Gregory Gay - International Conference on Software Testing, Verification, and Validation <strong>(Best Paper Nominee)</strong></p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/17fitness.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2016</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Automated Steering of Model-Based Test Oracles to Admit Real Program Behaviors</div>
<p>Gregory Gay, Sanjai Rayadurgam, Mats Heimdahl - IEEE Transactions on Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/16steering.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Challenges in Using Search-Based Test Generation to Identify Real Faults in Mockito</div>
<p>Gregory Gay - Symposium on Search-Based Software Engineering, Challenge Track <strong>(Best Challenge Track Paper Winner)</strong></p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/16mockito.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- The Effect of Program and Model Structure on the Effectiveness of MC/DC Test Adequacy Coverage</div>
<p>Gregory Gay, Ajitha Rajan, Matt Staats, Michael Whalen, Mats P.E. Heimdahl - ACM Transactions on Software Engineering and Methodology</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/16mcdc.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2015</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Efficient Observability-based Test Generation by Dynamic Symbolic Execution</div>
<p>Dongjiang You, Sanjai Rayadurgam, Michael Whalen, Mats P.E. Heimdahl, Gregory Gay - International Symposium on Software Reliability Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/15issre.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Automated Oracle Data Selection Support</div>
<p>Gregory Gay, Matt Staats, Michael Whalen, Mats P.E. Heimdahl - IEEE Transactions on Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/15oracles.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- The Risks of Coverage-Directed Test Case Generation</div>
<p>Gregory Gay, Matt Staats, Michael Whalen, Mats P.E. Heimdahl - IEEE Transactions on Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/15covrisks.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Automated Steering of Model-Based Test Oracles to Admit Real Program Behaviors</div>
<p>Gregory Gay - Doctoral Dissertation, University of Minnesota</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/GregoryGayDissertation.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2014</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Improving the Accuracy of Oracle Verdicts Through Automated Model Steering</div>
<p>Gregory Gay, Sanjai Rayadurgam, Mats P.E. Heimdahl - International Conference on Automated Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/14ase.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Steering Model-Based Oracles to Admit Real Program Behaviors</div>
<p>Gregory Gay, Sanjai Rayadurgam, Mats P.E. Heimdahl - International Conference on Software Engineering, NIER Track</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/14nier.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Moving the Goalposts: Coverage Satisfaction is Not Enough</div>
<p>Gregory Gay, Matt Staats, Michael Whalen, Mats P.E. Heimdahl - International Workshop on Search-Based Software Testing <strong>(Best Presentation Winner)</strong></p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/14sbst.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2013</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Community-Assisted Software Engineering Decision Making</div>
<p>Gregory Gay, Mats P.E. Heimdahl - International Workshop on Realizing AI Synergies in Software Engineering (RAISE) </p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/13raise.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Observable Modified Condition/Decision Coverage</div>
<p>Michael Whalen, Gregory Gay, Dongjiang You, Mats P.E. Heimdahl, Matt Staats - International Conference on Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/13omcdc.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2012</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Automated Oracle Creation Support, or: How I Learned to Stop Worrying About Fault Propagation and Love Mutation Testing</div>
<p>Matt Staats, Gregory Gay, Mats P.E. Heimdahl - International Conference on Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="12oracle.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- On the Danger of Coverage Directed Test Case Generation</div>
<p>Matt Staats, Gregory Gay, Michael Whalen, Mats P.E. Heimdahl - Conference on Fundamental Approaches to Software Engineering (FASE)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/12danger.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2011</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Sharing Experiments Using Open Source Software</div>
<p>Adam Nelson, Tim Menzies, Gregory Gay - Software: Practice and Experience</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/10ourmine.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2010</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- A Baseline Method for Search-Based Software Engineering</div>
<p>Gregory Gay - International Workshop on Predictive Models in SE (PROMISE)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/10baseline.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- When to Use Data from Other Projects for Effort Estimation</div>
<p>Ekrem Kocaguneli, Gregory Gay, Tim Menzies, Ye Yang, and Jacky Keung - International Conference on Automated Software Engineering</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/10ccwc.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Automatically Finding the Control Variables for Complex System Behavior</div>
<p>Gregory Gay, Tim Menzies, Misty Davies, and Karen Gundy-Burlet - Automated Software Engineering Journal</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/10tar3.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Measuring the Heterogeneity of Cross-company Datasets</div>
<p>Jia Chen, Ye Yang, Wen Zhang, Gregory Gay - International Conference on Product-Focused Software Process Improvement (PROFES)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/10profes.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- The Robust Optimization of Non-Linear Requirements Models</div>
<p>Gregory Gay - Masters Thesis, West Virginia University</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/thesis_v1.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Finding Robust Solutions in Requirements Models</div>
<p>Gregory Gay, Tim Menzies, Omid Jalali, Gregory Mundy, Beau Gilkerson, Martin Feather, and James Kiper - Automated Software Engineering Journal</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/10keys.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2009</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- On the use of Relevance Feedback in IR-based Concept Location </div>
<p>Gregory Gay, Sonia Haiduc, Andrian Marcus, Tim Menzies - International Conference on Software Maintenance <strong>(Most Influential Paper 2009-2019)</strong></p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/09rel.pdf">PDF</a></div>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- How to Build Repeatable Experiments</div>
<p>Gregory Gay, Tim Menzies, Burak Turhan, Bojan Cukic - International Workshop on Predictive Models in SE (PROMISE) </p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/09ourmine.pdf">PDF</a></div>
</div>
</div>
<h3 class="mb-3">2008</h3>
<div class="resume-item d-flex flex-column flex-md-row">
<div class="resume-content mr-auto">
<div class="subheading">- Implications of Ceiling Effects in Defect Predictors </div>
<p>Tim Menzies, Burak Turhan, Ayse Bener, Gregory Gay, Bojan Cukic, Yue Jiang - International Workshop on Predictive Models in SE (PROMISE)</p>
</div>
<div class="resume-date text-md-right">
<div class="subheading"><a href="pdf/08ceiling.pdf">PDF</a></div>
</div>
</div>
</div>
</section>
<hr class="m-0">
<section class="resume-section p-3 p-lg-5 d-flex flex-column" id="courses">
<div class="my-auto">
<h2 class="mb-5">Teaching</h2>
<div class="resume-item d-flex flex-column flex-md-row mb-1">
<div class="resume-content mr-auto">
<h3 class="mb-0">DIT 636/DAT 560 - Software Quality and Testing</h3>
<p>Chalmers and University of Gothenburg, Undergraduate</p>
</div>
<div class="resume-date text-md-right">
<h3 class="mb-0"> <a href="courses/spring26dit636/index.html">Spring 2026</a>, <a href="courses/spring25dit636/index.html">Spring 2025</a>, <a href="courses/spring24dit636/index.html">Spring 2024</a>, <a href="courses/spring23dit636/index.html">Spring 2023</a>, <a href="courses/spring22dit635/index.html">Spring 2022</a>, <a href="courses/spring21dit635/index.html">Spring 2021</a>, <a href="courses/spring20dit635/index.html">Spring 2020</a></h3>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row mb-1">
<div class="resume-content mr-auto">
<h3 class="mb-0">TDA 594/DIT 593 - Software Engineering Principles for Complex Systems</h3>
<p>Chalmers and University of Gothenburg, Undergraduate</p>
</div>
<div class="resume-date text-md-right">
<h3 class="mb-0"> <a href="courses/fall22tda594/index.html">Fall 2022</a>, <a href="courses/fall21tda594/index.html">Fall 2021</a>, <a href="courses/fall20tda594/index.html">Fall 2020</a></h3>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row mb-1">
<div class="resume-content mr-auto">
<h3 class="mb-0">DIT 092 - Miniproject: Team Programming</h3>
<p>University of Gothenburg, Undergraduate</p>
</div>
<div class="resume-date text-md-right">
<h3 class="mb-0"><a href="courses/misc/index.html">Fall 2019</a></h3>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row mb-1">
<div class="resume-content mr-auto">
<h3 class="mb-0">DIT 341 - Mobile and Web Development</h3>
<p>University of Gothenburg, Undergraduate</p>
</div>
<div class="resume-date text-md-right">
<h3 class="mb-0"><a href="courses/misc/index.html">Fall 2019</a></h3>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row mb-1">
<div class="resume-content mr-auto">
<h3 class="mb-0">CSCE 247 - Software Engineering</h3>
<p>University of South Carolina, Undergraduate</p>
</div>
<div class="resume-date text-md-right">
<h3 class="mb-0"><a href="courses/spring19csce247/index.html">Spring 2019</a></h3>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row mb-1">
<div class="resume-content mr-auto">
<h3 class="mb-0">CSCE 740 - Software Engineering</h3>
<p>University of South Carolina, Graduate</p>
</div>
<div class="resume-date text-md-right">
<h3 class="mb-0"><a href="courses/fall17csce740/index.html">Fall 2017</a>, <a href="courses/fall16csce740/index.html">Fall 2016</a>, <a href="courses/fall15csce740/index.html">Fall 2015</a></h3>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row mb-1">
<div class="resume-content mr-auto">
<h3 class="mb-0">CSCE 742 - Software Architecture</h3>
<p>University of South Carolina, Graduate</p>
</div>
<div class="resume-date text-md-right">
<h3 class="mb-0"><a href="courses/fall18csce742/index.html">Fall 2018</a></h3>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row mb-1">
<div class="resume-content mr-auto">
<h3 class="mb-0">CSCE 747 - Software Testing and Quality Assurance</h3>
<p>University of South Carolina, Graduate</p>
</div>
<div class="resume-date text-md-right">
<h3 class="mb-0"><a href="courses/spring18csce747/index.html">Spring 2018</a>, <a href="courses/spring17csce747/index.html">Spring 2017</a>, <a href="courses/spring16csce747/index.html">Spring 2016</a></h3>
</div>
</div>
<div class="resume-item d-flex flex-column flex-md-row mb-1">
<div class="resume-content mr-auto">
<h3 class="mb-0">CSCE 791 - Seminar on Advances in Computing</h3>
<p>University of South Carolina, Graduate</p>
</div>
<div class="resume-date text-md-right">
<h3 class="mb-0"><a href="courses/fall17csce791/index.html">Fall 2017</a>, <a href="courses/spring16csce791/index.html">Spring 2016</a></h3>
</div>
</div>
</div>
</section>
<hr class="m-0">
<section class="resume-section p-3 p-lg-5 d-flex flex-column" id="supervision">
<div class="my-auto">
<h2 class="mb-5">Ph.D. Supervision</h2>
<h3><a href="https://testvikings.github.io/">TestVikings Lab</a></h3>
<h3>Meet my team - past and present:</h3>