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<p class="MsoNormal" style="text-autospace:none"><b><span style="font-size:14.0pt;font-family:Garamond-Bold;color:black">Rrezarta Krasniqi, Ph.D.
<o:p></o:p></span></b></p>
<p class="MsoNormal" style="text-autospace:none"><b><span style="font-size:14.0pt;font-family:Garamond-Bold;color:black">University of North Texas<o:p></o:p></span></b></p>
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<p class="MsoNormal" style="text-autospace:none"><!--[if gte vml 1]><v:shape id="Picture_x0020_3" o:spid="_x0000_s1026" type="#_x0000_t75" style='position:absolute;margin-left:0;margin-top:85.3pt;width:108pt;height:122.4pt;z-index:251659264;visibility:visible;mso-wrap-style:square;mso-width-percent:0;mso-height-percent:0;mso-wrap-distance-left:9pt;mso-wrap-distance-top:0;mso-wrap-distance-right:9pt;mso-wrap-distance-bottom:0;mso-position-horizontal:left;mso-position-horizontal-relative:text;mso-position-vertical:absolute;mso-position-vertical-relative:text;mso-width-percent:0;mso-height-percent:0;mso-width-relative:margin;mso-height-relative:margin'>
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<p class="MsoNormal" style="text-autospace:none"><b><span style="font-family:Garamond-Bold;color:black">Rrezarta Krasniqi
</span></b><span style="font-family:"Garamond",serif;color:black">recently earned a Ph.D. in the Department of Computer Science<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">and Engineering at the University of North Texas. Her research interests lie in<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Software Engineering, specifically Requirements Engineering, with an emphasis on<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Software Maintenance and Evolution. In her research, she primarily focuses on<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">problems related to the detection of quality-related bugs. She develops tools and<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">techniques to enhance and contextualize the understanding of complex quality<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">issues related to security, usability, reliability among others that emerge as byproducts<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">of long-term maintenance efforts. Her research has resulted in 12 firstauthored<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">conference proceedings and 2 first-authored journal articles, among<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">others. One of her recent papers has been selected as a top best paper in SANER'21<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">and was invited and accepted for publication in the prestigious EMSE'23 Journal. Last year, she has been<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">awarded a doctoral research grant to further support her doctoral studies and received the best poster award at<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">the Tapia'23 conference. Her work has also been featured in the public press for receiving a
</span><span style="font-family:"Garamond",serif;color:#0563C2">People's Choice<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:#0563C2">Award
</span><span style="font-family:"Garamond",serif;color:black">in the 3MT Doctoral Competition and for being selected as a finalist for the
</span><span style="font-family:"Garamond",serif;color:#0563C2">NCWIT Collegiate Award</span><span style="font-family:"Garamond",serif;color:black">.<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Currently, she is serving as a Program Committee member for ICSE, SANER, CAIN, and EASE, including as<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">a reviewer for the Software Quality Journal and the Journal for Software: Evolution and Process. She holds a<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">B.S. degree in Computer Science and Mathematics from the University of Prishtina, an M.S. degree in Computer<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Science from Midwestern State University, and an M.S. degree in Computer Science and Engineering from the<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">University of Notre Dame.<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><b><span style="font-family:Garamond-Bold;color:black">Abstract:<o:p></o:p></span></b></p>
<p class="MsoNormal" style="text-autospace:none"><b><span style="font-family:Garamond-Bold;color:black">Exploring the Software Quality Maze: Detecting Scattered and Tangled Quality Concerns in Source<o:p></o:p></span></b></p>
<p class="MsoNormal" style="text-autospace:none"><b><span style="font-family:Garamond-Bold;color:black">Code to Aid Maintenance Tasks<o:p></o:p></span></b></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Software quality attributes, such as reliability, security, and usability, are often well-defined and understood at<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">the requirement level. They lay the ground foundation necessary to achieve high-quality, robust, user-friendly,<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">and trustworthy software systems. However, when addressing these attributes at the code level, two significant<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">challenges emerge. First, they tend to scatter across the codebase due to improper encapsulation of objectoriented<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">classes, hampering the visibility of quality-related components across the codebase. Second, they<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">become tangled within a single module due to intricate interdependencies with functional aspects of the code.<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Addressing quality concerns in the presence of scattered and tangled code can lead to unforeseen issues. For<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">example, software developers may inadvertently introduce new and latent bugs or incorrectly implement code<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">components deviating from the original system-wide requirements. To tackle these pressing issues, my research<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">proposes a series of state-of-the-art solutions integrating ML-based techniques and NLP-based techniques,<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">including static program analysis techniques to automatically and effectively detect, repair, and untangle quality<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">concerns present at the code level.<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">In this talk, I will discuss two recent projects on this topic. First, I will introduce a multi-layered framework<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">that combines Machine Learning, Information Retrieval, and Natural Language Processing that automatically<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">detects several intertangled quality-related issues present in bug report code descriptions. Next, I will present a<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">context-aware bug fixing framework that can cluster scattered quality concerns into a meaningful hierarchy,<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">inferring a set of candidate classes relevant for recommending quality bug repairs. Finally, I will discuss the<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">future research plan, where my focus will be on capturing the evolving nature of quality concerns during<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">software maintenance and evolution, aiming to advance intelligent tools that enhance human capabilities. By<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">capturing contextual information from various artifacts, task dependencies, and historical data, my long-term<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-family:"Garamond",serif;color:black">goal is to improve the productivity of knowledge workers, including software developers.</span><o:p></o:p></p>
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<p class="MsoNormal" style="text-autospace:none"><b><span style="font-size:14.0pt;font-family:Garamond-Bold;color:black">Rrezarta Krasniqi, Ph.D.
<o:p></o:p></span></b></p>
<p class="MsoNormal" style="text-autospace:none"><b><span style="font-size:14.0pt;font-family:Garamond-Bold;color:black">University of North Texas<o:p></o:p></span></b></p>
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<p class="MsoNormal" style="text-autospace:none"><!--[if gte vml 1]><v:shape id="Picture_x0020_3" o:spid="_x0000_s1026" type="#_x0000_t75" style='position:absolute;margin-left:0;margin-top:85.3pt;width:108pt;height:122.4pt;z-index:251659264;visibility:visible;mso-wrap-style:square;mso-width-percent:0;mso-height-percent:0;mso-wrap-distance-left:9pt;mso-wrap-distance-top:0;mso-wrap-distance-right:9pt;mso-wrap-distance-bottom:0;mso-position-horizontal:left;mso-position-horizontal-relative:text;mso-position-vertical:absolute;mso-position-vertical-relative:text;mso-width-percent:0;mso-height-percent:0;mso-width-relative:margin;mso-height-relative:margin'>
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<p class="MsoNormal" style="text-autospace:none"><b><span style="font-family:Garamond-Bold;color:black">Rrezarta Krasniqi
</span></b><span style="font-family:"Garamond",serif;color:black">recently earned a Ph.D. in the Department of Computer Science<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">and Engineering at the University of North Texas. Her research interests lie in<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Software Engineering, specifically Requirements Engineering, with an emphasis on<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Software Maintenance and Evolution. In her research, she primarily focuses on<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">problems related to the detection of quality-related bugs. She develops tools and<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">techniques to enhance and contextualize the understanding of complex quality<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">issues related to security, usability, reliability among others that emerge as byproducts<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">of long-term maintenance efforts. Her research has resulted in 12 firstauthored<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">conference proceedings and 2 first-authored journal articles, among<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">others. One of her recent papers has been selected as a top best paper in SANER'21<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">and was invited and accepted for publication in the prestigious EMSE'23 Journal. Last year, she has been<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">awarded a doctoral research grant to further support her doctoral studies and received the best poster award at<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">the Tapia'23 conference. Her work has also been featured in the public press for receiving a
</span><span style="font-family:"Garamond",serif;color:#0563C2">People's Choice<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:#0563C2">Award
</span><span style="font-family:"Garamond",serif;color:black">in the 3MT Doctoral Competition and for being selected as a finalist for the
</span><span style="font-family:"Garamond",serif;color:#0563C2">NCWIT Collegiate Award</span><span style="font-family:"Garamond",serif;color:black">.<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Currently, she is serving as a Program Committee member for ICSE, SANER, CAIN, and EASE, including as<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">a reviewer for the Software Quality Journal and the Journal for Software: Evolution and Process. She holds a<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">B.S. degree in Computer Science and Mathematics from the University of Prishtina, an M.S. degree in Computer<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Science from Midwestern State University, and an M.S. degree in Computer Science and Engineering from the<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">University of Notre Dame.<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><b><span style="font-family:Garamond-Bold;color:black">Abstract:<o:p></o:p></span></b></p>
<p class="MsoNormal" style="text-autospace:none"><b><span style="font-family:Garamond-Bold;color:black">Exploring the Software Quality Maze: Detecting Scattered and Tangled Quality Concerns in Source<o:p></o:p></span></b></p>
<p class="MsoNormal" style="text-autospace:none"><b><span style="font-family:Garamond-Bold;color:black">Code to Aid Maintenance Tasks<o:p></o:p></span></b></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Software quality attributes, such as reliability, security, and usability, are often well-defined and understood at<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">the requirement level. They lay the ground foundation necessary to achieve high-quality, robust, user-friendly,<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">and trustworthy software systems. However, when addressing these attributes at the code level, two significant<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">challenges emerge. First, they tend to scatter across the codebase due to improper encapsulation of objectoriented<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">classes, hampering the visibility of quality-related components across the codebase. Second, they<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">become tangled within a single module due to intricate interdependencies with functional aspects of the code.<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">Addressing quality concerns in the presence of scattered and tangled code can lead to unforeseen issues. For<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">example, software developers may inadvertently introduce new and latent bugs or incorrectly implement code<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">components deviating from the original system-wide requirements. To tackle these pressing issues, my research<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">proposes a series of state-of-the-art solutions integrating ML-based techniques and NLP-based techniques,<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">including static program analysis techniques to automatically and effectively detect, repair, and untangle quality<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">concerns present at the code level.<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">In this talk, I will discuss two recent projects on this topic. First, I will introduce a multi-layered framework<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">that combines Machine Learning, Information Retrieval, and Natural Language Processing that automatically<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">detects several intertangled quality-related issues present in bug report code descriptions. Next, I will present a<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">context-aware bug fixing framework that can cluster scattered quality concerns into a meaningful hierarchy,<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">inferring a set of candidate classes relevant for recommending quality bug repairs. Finally, I will discuss the<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">future research plan, where my focus will be on capturing the evolving nature of quality concerns during<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">software maintenance and evolution, aiming to advance intelligent tools that enhance human capabilities. By<o:p></o:p></span></p>
<p class="MsoNormal" style="text-autospace:none"><span style="font-family:"Garamond",serif;color:black">capturing contextual information from various artifacts, task dependencies, and historical data, my long-term<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-family:"Garamond",serif;color:black">goal is to improve the productivity of knowledge workers, including software developers.</span><o:p></o:p></p>
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