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Markus Borg

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affiliation: CodeScene AB, Malmö, Sweden
affiliation (former): RISE Research Institutes of Sweden AB, Lund, Sweden

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2015
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Markus Borg:
From Bugs to Decision Support - Leveraging Historical Issue Reports in Software Evolution. Lund University, Sweden, 2015

Journal Articles

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2024
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Jon Pérez-Cerrolaza, Jaume Abella, Markus Borg, Carlo Donzella, Jesús Cerquides, Francisco J. Cazorla, Cristofer Englund, Markus Tauber, George Nikolakopoulos, Jose Luis Flores:
Artificial Intelligence for Safety-Critical Systems in Industrial and Transportation Domains: A Survey. ACM Comput. Surv. 56(7): 176:1-176:40 (2024)
[j38]
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John Pavlopoulos, Alv Romell, Jacob Curman, Olof Steinert, Tony Lindgren, Markus Borg, Korbinian Randl:
Automotive fault nowcasting with machine learning and natural language processing. Mach. Learn. 113(2): 843-861 (2024)
[j37]
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Khan Mohammad Habibullah, Hans-Martin Heyn, Gregory Gay, Jennifer Horkoff, Eric Knauss, Markus Borg, Alessia Knauss, Håkan Sivencrona, Polly Jing Li:
Requirements and software engineering for automotive perception systems: an interview study. Requir. Eng. 29(1): 25-48 (2024)
[j36]
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Mahshid Helali Moghadam, Markus Borg, Mehrdad Saadatmand, Seyed Jalaleddin Mousavirad, Markus Bohlin, Björn Lisper:
Machine learning testing in an ADAS case study using simulation-integrated bio-inspired search-based testing. J. Softw. Evol. Process. 36(5) (2024)
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Matthias Wagner, Markus Borg, Per Runeson:
Navigating the Upcoming European Union AI Act. IEEE Softw. 41(1): 19-24 (2024)
[j34]
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Markus Borg:
Requirements Engineering and Large Language Models: Insights From a Panel. IEEE Softw. 41(2): 6-10 (2024)
[j33]
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Markus Borg, Daniel Graziotin:
Requirements for Organizational Resilience: Engineering Developer Happiness. IEEE Softw. 41(4): 14-18 (2024)
[j32]
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Sten Vercammen, Serge Demeyer, Markus Borg, Niklas Pettersson, Görel Hedin:
Mutation testing optimisations using the Clang front-end. Softw. Test. Verification Reliab. 34(1) (2024)
2023
[j31]
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Sten Vercammen, Serge Demeyer, Markus Borg:
F-ASTMut mutation optimisations techniques using the Clang front-end. Softw. Impacts 16: 100500 (2023)
[j30]
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Markus Borg:
Pipeline Infrastructure Required to Meet the Requirements on AI. IEEE Softw. 40(1): 18-22 (2023)
[j29]
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Markus Borg:
Requirements on Technical Debt: Dare to Specify Them! IEEE Softw. 40(2): 8-12 (2023)
[j28]
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Markus Borg, Emil Aasa, Khashayar Etemadi, Martin Monperrus:
Human, What Must I Tell You? IEEE Softw. 40(3): 9-14 (2023)
[j27]
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Markus Borg, Jens Henriksson, Kasper Socha, Olof Lennartsson, Elias Sonnsjö Lönegren, Thanh Bui, Piotr Tomaszewski, Sankar Raman Sathyamoorthy, Sebastian Brink, Mahshid Helali Moghadam:
Ergo, SMIRK is safe: a safety case for a machine learning component in a pedestrian automatic emergency brake system. Softw. Qual. J. 31(2): 335-403 (2023)
2022
[j26]
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Kasper Socha, Markus Borg, Jens Henriksson:
SMIRK: A machine learning-based pedestrian automatic emergency braking system with a complete safety case. Softw. Impacts 13: 100352 (2022)
[j25]
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Sarah Gregory, Markus Borg:
Looking Back, Moving Forward: A Handover. IEEE Softw. 39(5): 17-20 (2022)
[j24]
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Boris Scharinger, Markus Borg, Andreas Vogelsang, Thomas Olsson:
Can RE Help Better Prepare Industrial AI for Commercial Scale? IEEE Softw. 39(6): 8-12 (2022)
[j23]
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Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, Markus Bohlin, Björn Lisper:
An autonomous performance testing framework using self-adaptive fuzzy reinforcement learning. Softw. Qual. J. 30(1): 127-159 (2022)
2021
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Jens Henriksson, Christian Berger, Markus Borg, Lars Tornberg, Sankar Raman Sathyamoorthy, Cristofer Englund:
Performance analysis of out-of-distribution detection on trained neural networks. Inf. Softw. Technol. 130: 106409 (2021)
[j21]
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Claes Wohlin, Efi Papatheocharous, Jan Carlson, Kai Petersen, Emil Alégroth, Jakob Axelsson, Deepika Badampudi, Markus Borg, Antonio Cicchetti, Federico Ciccozzi, Thomas Olsson, Séverine Sentilles, Mikael Svahnberg, Krzysztof Wnuk, Tony Gorschek:
Towards evidence-based decision-making for identification and usage of assets in composite software: A research roadmap. J. Softw. Evol. Process. 33(6) (2021)
2020
[j20]
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Vahid Garousi, Markus Borg, Markku Oivo:
Practical relevance of software engineering research: synthesizing the community's voice. Empir. Softw. Eng. 25(3): 1687-1754 (2020)
[j19]
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Panagiota Chatzipetrou, Efi Papatheocharous, Krzysztof Wnuk, Markus Borg, Emil Alégroth, Tony Gorschek:
Component attributes and their importance in decisions and component selection. Softw. Qual. J. 28(2): 567-593 (2020)
[j18]
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Markus Borg, Vahid Garousi, Anas Mahmoud, Thomas Olsson, Oskar Stålberg:
Video Game Development in a Rush: A Survey of the Global Game Jam Participants. IEEE Trans. Games 12(3): 246-259 (2020)
2019
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Markus Borg, Panagiota Chatzipetrou, Krzysztof Wnuk, Emil Alégroth, Tony Gorschek, Efi Papatheocharous, Syed Muhammad Ali Shah, Jakob Axelsson:
Selecting component sourcing options: A survey of software engineering's broader make-or-buy decisions. Inf. Softw. Technol. 112: 18-34 (2019)
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Michael Unterkalmsteiner, Tingting Yu, Gregory Gay, Elizabeth Bjarnason, Markus Borg, Michael Felderer:
Summary of the 5th International Workshop on Requirements Engineering and Testing (RET 2018). ACM SIGSOFT Softw. Eng. Notes 44(1): 31-34 (2019)
[j15]
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Catia Trubiani, Pooyan Jamshidi, Jürgen Cito, Weiyi Shang, Zhen Ming Jiang, Markus Borg:
Performance Issues? Hey DevOps, Mind the Uncertainty. IEEE Softw. 36(2): 110-117 (2019)
2018
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Markus Borg, Adnan Causevic, Serge Demeyer, Sigrid Eldh:
Summary of the 1st IEEE Workshop on the Next Level of Test Automation (NEXTA 2018). ACM SIGSOFT Softw. Eng. Notes 43(4): 36-38 (2018)
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Markus Borg, Adnan Causevic, Serge Demeyer, Sigrid Eldh:
Summary of the 1st IEEE Workshop on the Next Level of Test Automation (NEXTA 2018). ACM SIGSOFT Softw. Eng. Notes 43(4): 53 (2018)
2017
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Markus Borg, Elizabeth Bjarnason, Michael Unterkalmsteiner, Tingting Yu, Gregory Gay, Michael Felderer:
Summary of the 4th International Workshop on Requirements Engineering and Testing (RET 2017). ACM SIGSOFT Softw. Eng. Notes 42(4): 28-31 (2017)
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Elizabeth Bjarnason, Markus Borg:
Aligning Requirements and Testing: Working Together toward the Same Goal. IEEE Softw. 34(1): 20-23 (2017)
[j10]
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Markus Borg, Krzysztof Wnuk, Björn Regnell, Per Runeson:
Supporting Change Impact Analysis Using a Recommendation System: An Industrial Case Study in a Safety-Critical Context. IEEE Trans. Software Eng. 43(7): 675-700 (2017)
2016
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Saïd Assar, Markus Borg, Dietmar Pfahl:
Using text clustering to predict defect resolution time: a conceptual replication and an evaluation of prediction accuracy. Empir. Softw. Eng. 21(4): 1437-1475 (2016)
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Leif Jonsson, Markus Borg, David Broman, Kristian Sandahl, Sigrid Eldh, Per Runeson:
Automated bug assignment: Ensemble-based machine learning in large scale industrial contexts. Empir. Softw. Eng. 21(4): 1533-1578 (2016)
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Elizabeth Bjarnason, Michael Unterkalmsteiner, Markus Borg, Emelie Engström:
A multi-case study of agile requirements engineering and the use of test cases as requirements. Inf. Softw. Technol. 77: 61-79 (2016)
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Michael Unterkalmsteiner, Gregory Gay, Michael Felderer, Elizabeth Bjarnason, Markus Borg, Mirko Morandini:
Summary of the 3rd International Workshop on Requirements Engineering and Testing (RET 2016): [Co-located with REFSQ 2016]. ACM SIGSOFT Softw. Eng. Notes 41(3): 31-33 (2016)
[j5]
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Markus Borg:
TuneR: a framework for tuning software engineering tools with hands-on instructions in R. J. Softw. Evol. Process. 28(6): 427-459 (2016)
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Jose Luis de la Vara, Markus Borg, Krzysztof Wnuk, Leon Moonen:
An Industrial Survey of Safety Evidence Change Impact Analysis Practice. IEEE Trans. Software Eng. 42(12): 1095-1117 (2016)
2015
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Elizabeth Bjarnason, Markus Borg, Mirko Morandini, Michael Unterkalmsteiner, Michael Felderer, Matthew Staats:
Summary of 2nd International Workshop on Requirements Engineering and Testing (RET 2015): Co-located with ICSE 2015. ACM SIGSOFT Softw. Eng. Notes 40(5): 39-42 (2015)
2014
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Markus Borg, Per Runeson, Anders Ardö:
Recovering from a decade: a systematic mapping of information retrieval approaches to software traceability. Empir. Softw. Eng. 19(6): 1565-1616 (2014)
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Elizabeth Bjarnason, Per Runeson, Markus Borg, Michael Unterkalmsteiner, Emelie Engström, Björn Regnell, Giedre Sabaliauskaite, Annabella Loconsole, Tony Gorschek, Robert Feldt:
Challenges and practices in aligning requirements with verification and validation: a case study of six companies. Empir. Softw. Eng. 19(6): 1809-1855 (2014)

Conference and Workshop Papers

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2024
[c67]
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Markus Borg, Ilyana Pruvost, Enys Mones, Adam Tornhill:
Increasing, not Diminishing: Investigating the Returns of Highly Maintainable Code. TechDebt@ICSE 2024: 21-30
2023
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Jens Henriksson, Christian Berger, Stig Ursing, Markus Borg:
Evaluation of Out-of-Distribution Detection Performance on Autonomous Driving Datasets. AITest 2023: 74-81
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Hans-Martin Heyn, Khan Mohammad Habibullah, Eric Knauss, Jennifer Horkoff, Markus Borg, Alessia Knauss, Polly Jing Li:
Automotive Perception Software Development: An Empirical Investigation into Data, Annotation, and Ecosystem Challenges. CAIN 2023: 13-24
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Markus Borg, Adam Tornhill, Enys Mones:
U Owns the Code That Changes and How Marginal Owners Resolve Issues Slower in Low-Quality Source Code. EASE 2023: 368-377
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Sten Vercammen, Markus Borg, Serge Demeyer:
Validation of Mutation Testing in the Safety Critical Industry through a Pilot Study. ICSTW 2023: 334-343
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Khan Mohammad Habibullah, Hans-Martin Heyn, Gregory Gay, Jennifer Horkoff, Eric Knauss, Markus Borg, Alessia Knauss, Håkan Sivencrona, Polly Jing Li:
Requirements Engineering for Automotive Perception Systems: An Interview Study. REFSQ 2023: 189-205
2022
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Qunying Song, Markus Borg, Emelie Engström, Håkan Ardö, Sergio Rico:
Exploring ML testing in practice: lessons learned from an interactive rapid review with axis communications. CAIN 2022: 10-21
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Markus Borg, Johan Bengtsson, Harald Österling, Alexander Hagelborn, Isabella Gagner, Piotr Tomaszewski:
Quality assurance of generative dialog models in an evolving conversational agent used for Swedish language practice. CAIN 2022: 22-32
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Adam Tornhill, Markus Borg:
Code red: the business impact of code quality - a quantitative study of 39 proprietary production codebases. TechDebt@ICSE 2022: 11-20
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Markus Borg:
Using Search-Based Software Testing to Guide the Strive for Robust Machine Learning Components: Lessons Learned Across Systems and Simulators in the Mobility Domain. ICST Workshops 2022: 1
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Markus Borg:
Agility in Software 2.0 - Notebook Interfaces and MLOps with Buttresses and Rebars. LASD 2022: 3-16
2021
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Hamid Ebadi, Mahshid Helali Moghadam, Markus Borg, Gregory Gay, Afonso Fontes, Kasper Socha:
Efficient and Effective Generation of Test Cases for Pedestrian Detection - Search-based Software Testing of Baidu Apollo in SVL. AITest 2021: 103-110
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Mahshid Helali Moghadam, Golrokh Hamidi, Markus Borg, Mehrdad Saadatmand, Markus Bohlin, Björn Lisper, Pasqualina Potena:
Performance Testing Using a Smart Reinforcement Learning-Driven Test Agent. CEC 2021: 2385-2394
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Markus Borg, Joshua Bronson, Linus Christensson, Fredrik Olsson, Olof Lennartsson, Elias Sonnsjö, Hamid Ebabi, Martin Karsberg:
Exploring the Assessment List for Trustworthy AI in the Context of Advanced Driver-Assistance Systems. SEthics@ICSE 2021: 5-12
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Markus Borg, Ronald Jabangwe, Simon Åberg, Arvid Ekblom, Ludwig Hedlund, August Lidfeldt:
Test Automation with Grad-CAM Heatmaps - A Future Pipe Segment in MLOps for Vision AI? ICST Workshops 2021: 175-181
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Sten Vercammen, Serge Demeyer, Markus Borg, Robbe Claessens:
Flaky Mutants; Another Concern for Mutation Testing. ICST Workshops 2021: 284-285
[c51]
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Markus Borg, Raja Ben Abdessalem, Shiva Nejati, François-Xavier Jegeden, Donghwan Shin:
Digital Twins Are Not Monozygotic - Cross-Replicating ADAS Testing in Two Industry-Grade Automotive Simulators. ICST 2021: 383-393
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Mahshid Helali Moghadam, Markus Borg, Seyed Jalaleddin Mousavirad:
Deeper at the SBST 2021 Tool Competition: ADAS Testing Using Multi-Objective Search. SBST@ICSE 2021: 40-41
[c49]
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Markus Borg:
The AIQ Meta-Testbed: Pragmatically Bridging Academic AI Testing and Industrial Q Needs. SWQD 2021: 66-77
[c48]
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Sara Nilsson Tengstrand, Piotr Tomaszewski, Markus Borg, Ronald Jabangwe:
Challenges of Adopting SAFe in the Banking Industry - A Study Two Years After Its Introduction. XP 2021: 157-171
2020
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Markus Borg:
Making Lab Sessions Mandatory - on Student Work Distribution in a Gamified Project Course on Market-Driven Software Engineering. CSEE&T 2020: 1-10
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Markus Borg:
Do preparatory programming lab sessions contribute to even work distribution in student teams? ICSE (Companion Volume) 2020: 254-255
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Markus Borg, Joakim Wernberg, Thomas Olsson, Ulrik Franke, Martin Andersson:
Illuminating a Blind Spot in Digitalization - Software Development in Sweden's Private and Public Sector. ICSE (Workshops) 2020: 299-302
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Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, Markus Bohlin, Björn Lisper:
Poster: Performance Testing Driven by Reinforcement Learning. ICST 2020: 402-405
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August Lidfeldt, Daniel Isaksson, Ludwig Hedlund, Simon Åberg, Markus Borg, Erik Larsson:
Enabling Image Recognition on Constrained Devices Using Neural Network Pruning and a CycleGAN. IOT Companion 2020: 10:1-10:14
[c42]
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Markus Borg, Eduard C. Groen:
Preface: REFSQ 2020 Posters and Tools Track. REFSQ Workshops 2020
2019
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Jens Henriksson, Christian Berger, Markus Borg, Lars Tornberg, Cristofer Englund, Sankar Raman Sathyamoorthy, Stig Ursing:
Towards Structured Evaluation of Deep Neural Network Supervisors. AITest 2019: 27-34
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Krzysztof Wnuk, Markus Borg, Tony Gorschek:
Towards New Ways of Evaluating Methods of Supporting Requirements Management and Traceability using Signal-to-Noise Ratio. ENASE 2019: 330-339
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Jens Henriksson, Christian Berger, Markus Borg, Lars Tornberg, Sankar Raman Sathyamoorthy, Cristofer Englund:
Performance Analysis of Out-of-Distribution Detection on Various Trained Neural Networks. SEAA 2019: 113-120
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Thomas Olsson, Martin Hell, Martin Höst, Ulrik Franke, Markus Borg:
Sharing of Vulnerability Information Among Companies - A Survey of Swedish Companies. SEAA 2019: 284-291
[c37]
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Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, Markus Bohlin, Björn Lisper:
Machine Learning to Guide Performance Testing: An Autonomous Test Framework. ICST Workshops 2019: 164-167
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Andreas Vogelsang, Markus Borg:
Requirements Engineering for Machine Learning: Perspectives from Data Scientists. RE Workshops 2019: 245-251
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Markus Borg, Oscar Svensson, Kristian Berg, Daniel Hansson:
SZZ unleashed: an open implementation of the SZZ algorithm - featuring example usage in a study of just-in-time bug prediction for the Jenkins project. MaLTeSQuE@ESEC/SIGSOFT FSE 2019: 7-12
2018
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Sten Vercammen, Serge Demeyer, Markus Borg, Sigrid Eldh:
Speeding up mutation testing via the cloud: lessons learned for further optimisations. ESEM 2018: 26:1-26:9
[c33]
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Panagiota Chatzipetrou, Emil Alégroth, Efi Papatheocharous, Markus Borg, Tony Gorschek, Krzysztof Wnuk:
Component Selection in Software Engineering - Which Attributes are the Most Important in the Decision Process? SEAA 2018: 198-205
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Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, Markus Bohlin, Björn Lisper:
Learning-based response time analysis in real-time embedded systems: a simulation-based approach. SQUADE@ICSE 2018: 21-24
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Markus Borg, Thomas Olsson, Ulrik Franke, Saïd Assar:
Digitalization of swedish government agencies: a perspective through the lens of a software development census. ICSE-SEIS 2018: 37-46
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Jens Henriksson, Markus Borg, Cristofer Englund:
Automotive Safety and Machine Learning: Initial Results from a Study on How to Adapt the ISO 26262 Safety Standard. SEFAIAS@ICSE 2018: 47-49
[c29]
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Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, Markus Bohlin, Björn Lisper:
Adaptive runtime response time control in PLC-based real-time systems using reinforcement learning. SEAMS@ICSE 2018: 217-223
[c28]
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Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, Markus Bohlin, Björn Lisper:
Learning-Based Self-Adaptive Assurance of Timing Properties in a Real-Time Embedded System. ICST Workshops 2018: 77-80
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Jürgen Cito, Johannes Wettinger, Lucy Ellen Lwakatare, Markus Borg, Fei Li:
Feedback from Operations to Software Development - A DevOps Perspective on Runtime Metrics and Logs. DEVOPS 2018: 184-195
[c26]
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Sten Vercammen, Mohammad Ghafari, Serge Demeyer, Markus Borg:
Goal-oriented mutation testing with focal methods. A-TEST@ESEC/SIGSOFT FSE 2018: 23-30
2017
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Markus Borg, Iben Lennerstad, Rasmus Ros, Elizabeth Bjarnason:
On Using Active Learning and Self-training when Mining Performance Discussions on Stack Overflow. EASE 2017: 308-313
[c24]
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Markus Borg, Emil Alégroth, Per Runeson:
Software engineers' information seeking behavior in change impact analysis: an interview study. ICPC 2017: 12-22
[c23]
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Markus Borg, Thomas Olsson, John Svensson:
Piggybacking on an Autonomous Hauler: Business Models Enabling a System-of-Systems Approach to Mapping an Underground Mine. RE 2017: 372-381
2016
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Krzysztof Wnuk, Markus Borg, Sardar Muhammad Sulaman:
An Industrial Case Study on Measuring the Quality of the Requirements Scoping Process. PROFES 2016: 487-494
[c21]
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Jacob Larsson, Markus Borg, Thomas Olsson:
Testing Quality Requirements of a System-of-Systems in the Public Sector - Challenges and Potential Remedies. REFSQ Workshops 2016
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Markus Borg, Jose Luis de la Vara, Krzysztof Wnuk:
Practitioners' Perspectives on Change Impact Analysis for Safety-Critical Software - A Preliminary Analysis. SAFECOMP Workshops 2016: 346-358
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Antonio Cicchetti, Markus Borg, Séverine Sentilles, Krzysztof Wnuk, Jan Carlson, Efi Papatheocharous:
Towards Software Assets Origin Selection Supported by a Knowledge Repository. MARCH@WICSA 2016: 22-29
2015
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Elizabeth Bjarnason, Mirko Morandini, Markus Borg, Michael Unterkalmsteiner, Michael Felderer, Matthew Staats:
2nd International Workshop on Requirements Engineering and Testing (RET 2015). ICSE (2) 2015: 997-998
[c17]
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Nicklas Erman, Vanja Tufvesson, Markus Borg, Per Runeson, Anders Ardö:
Navigating Information Overload Caused by Automated Testing - a Clustering Approach in Multi-Branch Development. ICST 2015: 1-9
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Elizabeth Bjarnason, Michael Unterkalmsteiner, Emelie Engström, Markus Borg:
An Industrial Case Study on Test Cases as Requirements. XP 2015: 27-39
2014
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Markus Borg, Per Runeson, Jens Johansson, Mika Mäntylä:
A replicated study on duplicate detection: using apache lucene to search among Android defects. ESEM 2014: 8:1-8:4
[c14]
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Sardar Muhammad Sulaman, Alma Orucevic-Alagic, Markus Borg, Krzysztof Wnuk, Martin Höst, Jose Luis de la Vara:
Development of Safety-Critical Software Systems Using Open Source Software - A Systematic Map. EUROMICRO-SEAA 2014: 17-24
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Emelie Engström, Mika Mäntylä, Per Runeson, Markus Borg:
Supporting Regression Test Scoping with Visual Analytics. ICST 2014: 283-292
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Markus Borg:
Embrace your issues: compassing the software engineering landscape using bug reports. ASE 2014: 891-894
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Jacob Larsson, Markus Borg:
Revisiting the challenges in aligning RE and V&V: Experiences from the public sector. RET 2014: 4-11
2013
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Markus Borg, Dietmar Pfahl, Per Runeson:
Analyzing Networks of Issue Reports. CSMR 2013: 79-88
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Markus Borg, Per Runeson:
IR in Software Traceability: From a Bird's Eye View. ESEM 2013: 243-246
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David Callele, Krzysztof Wnuk, Markus Borg:
Confounding factors when conducting industrial replications in requirements engineering. CESI@ICSE 2013: 55-58
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Markus Borg, Orlena Gotel, Krzysztof Wnuk:
Enabling traceability reuse for impact analyses: A feasibility study in a safety context. TEFSE@ICSE 2013: 72-78
2012
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Markus Borg, Krzysztof Wnuk, Dietmar Pfahl:
Industrial Comparability of Student Artifacts in Traceability Recovery Research - An Exploratory Survey. CSMR 2012: 181-190
[c5]
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Markus Borg, Per Runeson, Lina Broden:
Evaluation of traceability recovery in context: A taxonomy for information retrieval tools. EASE 2012: 111-120
[c4]
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Markus Borg:
Findability through Traceability - A Realistic Application of Candidate Trace Links?. ENASE 2012: 173-181
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Krzysztof Wnuk, Markus Borg, Saïd Assar:
Towards Scalable Information Modeling of Requirements Architectures. ER Workshops 2012: 141-150
2011
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Markus Borg:
In Vivo Evaluation of Large-Scale IR-Based Traceability Recovery. CSMR 2011: 365-368
2007
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Markus Borg:
Time Extraction from Real-time Generated Football Reports. NODALIDA 2007: 37-43

Parts in Books or Collections

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2014
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Markus Borg, Per Runeson:
Changes, Evolution, and Bugs - Recommendation Systems for Issue Management. Recommendation Systems in Software Engineering 2014: 477-509

Editorship

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What is the meaning of the colors in the publication lists?

2020
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Mehrdad Sabetzadeh, Andreas Vogelsang, Sallam Abualhaija, Markus Borg, Fabiano Dalpiaz, Maya Daneva, Nelly Condori-Fernández, Xavier Franch, Davide Fucci, Vincenzo Gervasi, Eduard C. Groen, Renata S. S. Guizzardi, Andrea Herrmann, Jennifer Horkoff, Luisa Mich, Anna Perini, Angelo Susi:
Joint Proceedings of REFSQ-2020 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 26th International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2020), Pisa, Italy, March 24, 2020. CEUR Workshop Proceedings 2584, CEUR-WS.org 2020 [contents]
2018
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Rakesh Shukla, Dusica Marijan, Markus Borg, Ye Yang:
5th IEEE/ACM International Workshop on Software Engineering Research and Industrial Practice, SER&IP@ICSE 2018, Gothenburg, Sweden, May 29, 2018. ACM 2018, ISBN 978-1-4503-5744-9 [contents]
2016
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Elizabeth Bjarnason, Markus Borg, Marian Daun, Oscar Dieste, Sergio España, Michael Felderer, Peter Forbrig, Xavier Franch, Gregory Gay, Andrea Herrmann, Jennifer Horkoff, Marite Kirikova, Mirko Morandini, Andreas L. Opdahl, Barbara Paech, Cristina Palomares, Kai Petersen, Ahmed Seffah, Bastian Tenbergen, Michael Unterkalmsteiner:
Joint Proceedings of REFSQ-2016 Workshops, Doctoral Symposium, Research Method Track, and Poster Track co-located with the 22nd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2016), Gothenburg, Sweden, March 14, 2016. CEUR Workshop Proceedings 1564, CEUR-WS.org 2016 [contents]
2015
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Elizabeth Bjarnason, Markus Borg, Mirko Morandini:
2nd IEEE/ACM International Workshop on Requirements Engineering and Testing, RET 2015, Florence, Italy, May 18, 2015. IEEE Computer Society 2015, ISBN 978-1-4673-7073-8 [contents]
2014
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Michael Felderer, Elizabeth Bjarnason, Matt Staats, Mirko Morandini, Markus Borg, Michael Unterkalmsteiner:
1st IEEE International Workshop on Requirements Engineering and Testing, RET 2014, Karlskrona, Sweden, August 26, 2014. IEEE 2014, ISBN 978-1-4799-6334-8 [contents]

Informal and Other Publications

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2024
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Markus Borg:
Quality Requirements for Code: On the Untapped Potential in Maintainability Specifications. CoRR abs/2401.10833 (2024)
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Markus Borg, Ilyana Pruvost, Enys Mones, Adam Tornhill:
Increasing, not Diminishing: Investigating the Returns of Highly Maintainable Code. CoRR abs/2401.13407 (2024)
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Jens Henriksson, Christian Berger, Stig Ursing, Markus Borg:
Evaluation of Out-of-Distribution Detection Performance on Autonomous Driving Datasets. CoRR abs/2401.17013 (2024)
2023
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  - journals/corr/abs-2302-12155
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Khan Mohammad Habibullah, Hans-Martin Heyn, Gregory Gay, Jennifer Horkoff, Eric Knauss, Markus Borg, Alessia Knauss, Håkan Sivencrona, Polly Jing Li:
Requirements Engineering for Automotive Perception Systems: an Interview Study. CoRR abs/2302.12155 (2023)
[i53]
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  - journals/corr/abs-2303-05947
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Hans-Martin Heyn, Khan Mohammad Habibullah, Eric Knauss, Jennifer Horkoff, Markus Borg, Alessia Knauss, Polly Jing Li:
Automotive Perception Software Development: An Empirical Investigation into Data, Annotation, and Ecosystem Challenges. CoRR abs/2303.05947 (2023)
[i52]
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  - journals/corr/abs-2304-11636
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Markus Borg, Adam Tornhill, Enys Mones:
U Owns the Code That Changes and How Marginal Owners Resolve Issues Slower in Low-Quality Source Code. CoRR abs/2304.11636 (2023)
[i51]
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  - journals/corr/abs-2307-12489
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Elizabeth Bjarnason, Per Runeson, Markus Borg, Michael Unterkalmsteiner, Emelie Engström, Björn Regnell, Giedre Sabaliauskaite, Annabella Loconsole, Tony Gorschek, Robert Feldt:
Challenges and Practices in Aligning Requirements with Verification and Validation: A Case Study of Six Companies. CoRR abs/2307.12489 (2023)
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  - journals/corr/abs-2308-01933
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Elizabeth Bjarnason, Mirko Morandini, Markus Borg, Michael Unterkalmsteiner, Michael Felderer, Matthew Staats:
Summary of 2nd International Workshop on Requirements Engineering and Testing (RET). CoRR abs/2308.01933 (2023)
[i49]
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  - journals/corr/abs-2308-06509
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Elizabeth Bjarnason, Michael Unterkalmsteiner, Emelie Engström, Markus Borg:
An Industrial Case Study on Test Cases as Requirements. CoRR abs/2308.06509 (2023)
[i48]
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  - journals/corr/abs-2308-09478
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Michael Unterkalmsteiner, Gregory Gay, Michael Felderer, Elizabeth Bjarnason, Markus Borg, Mirko Morandini:
Summary of the 3rd International Workshop on Requirements Engineering and Testing. CoRR abs/2308.09478 (2023)
[i47]
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Elizabeth Bjarnason, Michael Unterkalmsteiner, Markus Borg, Emelie Engström:
A multi-case study of agile requirements engineering and the use of test cases as requirements. CoRR abs/2308.11747 (2023)
[i46]
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  - journals/corr/abs-2308-15060
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Markus Borg, Elizabeth Bjarnason, Michael Unterkalmsteiner, Tingting Yu, Gregory Gay, Michael Felderer:
Summary of the 4th International Workshop on Requirements Engineering and Testing (RET 2017). CoRR abs/2308.15060 (2023)
2022
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  - journals/corr/abs-2203-04374
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Adam Tornhill, Markus Borg:
Code Red: The Business Impact of Code Quality - A Quantitative Study of 39 Proprietary Production Codebases. CoRR abs/2203.04374 (2022)
[i44]
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  - journals/corr/abs-2203-12026
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Mahshid Helali Moghadam, Markus Borg, Mehrdad Saadatmand, Seyed Jalaleddin Mousavirad, Markus Bohlin, Björn Lisper:
Machine Learning Testing in an ADAS Case Study Using Simulation-Integrated Bio-Inspired Search-Based Testing. CoRR abs/2203.12026 (2022)
[i43]
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  - journals/corr/abs-2203-15414
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Markus Borg, Johan Bengtsson, Harald Österling, Alexander Hagelborn, Isabella Gagner, Piotr Tomaszewski:
Quality Assurance of Generative Dialog Models in an Evolving Conversational Agent Used for Swedish Language Practice. CoRR abs/2203.15414 (2022)
[i42]
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  - journals/corr/abs-2203-16225
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Qunying Song, Markus Borg, Emelie Engström, Håkan Ardö, Sergio Rico:
Exploring ML testing in practice - Lessons learned from an interactive rapid review with Axis Communications. CoRR abs/2203.16225 (2022)
[i41]
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  - journals/corr/abs-2204-07874
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Markus Borg, Jens Henriksson, Kasper Socha, Olof Lennartsson, Elias Sonnsjö Lönegren, Thanh Bui, Piotr Tomaszewski, Sankar Raman Sathyamoorthy, Sebastian Brink, Mahshid Helali Moghadam:
Ergo, SMIRK is Safe: A Safety Case for a Machine Learning Component in a Pedestrian Automatic Emergency Brake System. CoRR abs/2204.07874 (2022)
[i40]
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  - journals/corr/abs-2204-12378
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Jens Henriksson, Christian Berger, Markus Borg, Lars Tornberg, Sankar Raman Sathyamoorthy, Cristofer Englund:
Performance Analysis of Out-of-Distribution Detection on Trained Neural Networks. CoRR abs/2204.12378 (2022)
[i39]
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  - journals/corr/abs-2209-08955
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Markus Borg, Leif Jonsson, Emelie Engström, Béla Bartalos, Attila Szabó:
Adopting Automated Bug Assignment in Practice: A Longitudinal Case Study at Ericsson. CoRR abs/2209.08955 (2022)
[i38]
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John Pavlopoulos, Alv Romell, Jacob Curman, Olof Steinert, Tony Lindgren, Markus Borg:
Automotive Multilingual Fault Diagnosis. CoRR abs/2210.06918 (2022)
[i37]
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Sten Vercammen, Serge Demeyer, Markus Borg, Niklas Pettersson, Görel Hedin:
Mutation Testing Optimisations using the Clang Front-end. CoRR abs/2210.17215 (2022)
2021
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Markus Borg, Ronald Jabangwe, Simon Åberg, Arvid Ekblom, Ludwig Hedlund, August Lidfeldt:
Test Automation with Grad-CAM Heatmaps - A Future Pipe Segment in MLOps for Vision AI? CoRR abs/2103.01837 (2021)
[i35]
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Markus Borg, Joshua Bronson, Linus Christensson, Fredrik Olsson, Olof Lennartsson, Elias Sonnsjö, Hamid Ebabi, Martin Karsberg:
Exploring the Assessment List for Trustworthy AI in the Context of Advanced Driver-Assistance Systems. CoRR abs/2103.09051 (2021)
[i34]
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  - journals/corr/abs-2103-15580
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Jens Henriksson, Christian Berger, Markus Borg, Lars Tornberg, Sankar Raman Sathyamoorthy, Cristofer Englund:
Performance Analysis of Out-of-Distribution Detection on Various Trained Neural Networks. CoRR abs/2103.15580 (2021)
[i33]
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Mahshid Helali Moghadam, Golrokh Hamidi, Markus Borg, Mehrdad Saadatmand, Markus Bohlin, Björn Lisper, Pasqualina Potena:
Performance Testing Using a Smart Reinforcement Learning-Driven Test Agent. CoRR abs/2104.12893 (2021)
[i32]
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Sara Nilsson Tengstrand, Piotr Tomaszewski, Markus Borg, Ronald Jabangwe:
Challenges of Adopting SAFe in the Banking Industry - A Study Two Years after its Introduction. CoRR abs/2104.13992 (2021)
[i31]
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  - journals/corr/abs-2109-07960
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Hamid Ebabi, Mahshid Helali Moghadam, Markus Borg, Gregory Gay, Afonso Fontes, Kasper Socha:
Efficient and Effective Generation of Test Cases for Pedestrian Detection - Search-based Software Testing of Baidu Apollo in SVL. CoRR abs/2109.07960 (2021)
[i30]
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  - journals/corr/abs-2109-13635
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Markus Borg, Leif Jonsson, Emelie Engström, Béla Bartalos, Attila Szabó:
Adopting Automated Bug Assignment in Practice - A Registered Report of an Industrial Case Study. CoRR abs/2109.13635 (2021)
[i29]
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  - journals/corr/abs-2111-08645
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Piotr Tomaszewski, Shun Yu, Markus Borg, Jerk Rönnols:
Machine Learning-Assisted Analysis of Small Angle X-ray Scattering. CoRR abs/2111.08645 (2021)
[i28]
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  - journals/corr/abs-2111-14142
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Markus Borg:
Agility in Software 2.0 - Notebook Interfaces and MLOps with Buttresses and Rebars. CoRR abs/2111.14142 (2021)
2020
[i27]
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  - journals/corr/abs-2005-12607
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Markus Borg, Joakim Wernberg, Thomas Olsson, Ulrik Franke, Martin Andersson:
Illuminating a Blind Spot in Digitalization - Software Development in Sweden's Private and Public Sector. CoRR abs/2005.12607 (2020)
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  - journals/corr/abs-2005-13496
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Markus Borg:
Making Lab Sessions Mandatory - On Student Work Distribution in a Gamified Project Course on Market-Driven Software Engineering. CoRR abs/2005.13496 (2020)
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  - journals/corr/abs-2009-05260
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Markus Borg:
The AIQ Meta-Testbed: Pragmatically Bridging Academic AI Testing and Industrial Q Needs. CoRR abs/2009.05260 (2020)
[i24]
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  - journals/corr/abs-2009-05300
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August Lidfeldt, Daniel Isaksson, Ludwig Hedlund, Simon Åberg, Markus Borg, Erik Larsson:
Enabling Image Recognition on Constrained Devices Using Neural Network Pruning and a CycleGAN. CoRR abs/2009.05300 (2020)
[i23]
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  - journals/corr/abs-2012-06822
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Markus Borg, Raja Ben Abdessalem, Shiva Nejati, François-Xavier Jegeden, Donghwan Shin:
Digital Twins Are Not Monozygotic - Cross-Replicating ADAS Testing in Two Industry-Grade Automotive Simulators. CoRR abs/2012.06822 (2020)
2019
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Jens Henriksson, Christian Berger, Markus Borg, Lars Tornberg, Cristofer Englund, Sankar Raman Sathyamoorthy, Stig Ursing:
Towards Structured Evaluation of Deep Neural Network Supervisors. CoRR abs/1903.01263 (2019)
[i21]
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Markus Borg, Oscar Svensson, Kristian Berg, Daniel Hansson:
SZZ Unleashed: An Open Implementation of the SZZ Algorithm - Featuring Example Usage in a Study of Just-in-Time Bug Prediction for the Jenkins Project. CoRR abs/1903.01742 (2019)
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Markus Borg, Vahid Garousi, Anas Mahmoud, Thomas Olsson, Oskar Stålberg:
Video Game Development in a Rush: A Survey of the Global Game Jam Participants. CoRR abs/1904.00462 (2019)
[i19]
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Thomas Olsson, Martin Hell, Martin Höst, Ulrik Franke, Markus Borg:
Sharing of vulnerability information among companies - a survey of Swedish companies. CoRR abs/1906.04424 (2019)
[i18]
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Andreas Vogelsang, Markus Borg:
Requirements Engineering for Machine Learning: Perspectives from Data Scientists. CoRR abs/1908.04674 (2019)
[i17]
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Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, Markus Bohlin, Björn Lisper:
An Autonomous Performance Testing Framework using Self-Adaptive Fuzzy Reinforcement Learning. CoRR abs/1908.06900 (2019)
2018
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  - journals/corr/abs-1802-00312
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Markus Borg, Thomas Olsson, Ulrik Franke, Saïd Assar:
Digitalization of Swedish Government Agencies - A Perspective Through the Lens of a Software Development Census. CoRR abs/1802.00312 (2018)
[i15]
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  - journals/corr/abs-1807-10953
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Sten Vercammen, Mohammad Ghafari, Serge Demeyer, Markus Borg:
Goal-oriented Mutation Testing with Focal Methods. CoRR abs/1807.10953 (2018)
[i14]
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  - journals/corr/abs-1808-09767
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Markus Borg, Daniel Brytting, Daniel Hansson:
Enabling Visual Design Verification Analytics - From Prototype Visualizations to an Analytics Tool using the Unity Game Engine. CoRR abs/1808.09767 (2018)
[i13]
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Vahid Garousi, Markus Borg, Markku Oivo:
Cut to the chase: Revisiting the relevance of software engineering research. CoRR abs/1812.01395 (2018)
[i12]
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Markus Borg, Cristofer Englund, Krzysztof Wnuk, Boris Durán, Christoffer Levandowski, Shenjian Gao, Yanwen Tan, Henrik Kaijser, Henrik Lönn, Jonas Törnqvist:
Safely Entering the Deep: A Review of Verification and Validation for Machine Learning and a Challenge Elicitation in the Automotive Industry. CoRR abs/1812.05389 (2018)
2017
[i11]
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Markus Borg, Thomas Olsson, John Svensson:
From LiDAR to Underground Maps via 5G - Business Models Enabling a System-of-Systems Approach to Mapping the Kankberg Mine. CoRR abs/1702.03775 (2017)
[i10]
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Markus Borg, Emil Alégroth, Per Runeson:
Software Engineers' Information Seeking Behavior in Change Impact Analysis - An Interview Study. CoRR abs/1703.01897 (2017)
[i9]
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Markus Borg, Iben Lennerstad, Rasmus Ros, Elizabeth Bjarnason:
On Using Active Learning and Self-Training when Mining Performance Discussions on Stack Overflow. CoRR abs/1705.02395 (2017)
[i8]
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Markus Borg, Thomas Olsson, John Svensson:
Piggybacking on an Autonomous Hauler: Business Models Enabling a System-of-Systems Approach to Mapping an Underground Mine. CoRR abs/1705.05087 (2017)
2016
[i7]
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  - journals/corr/LarssonBO16
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Jacob Larsson, Markus Borg, Thomas Olsson:
Testing Quality Requirements of a System-of-Systems in the Public Sector - Challenges and Potential Remedies. CoRR abs/1602.05618 (2016)
[i6]
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Markus Borg:
Advancing Trace Recovery Evaluation - Applied Information Retrieval in a Software Engineering Context. CoRR abs/1602.07633 (2016)
[i5]
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Markus Borg, José Luis de la Vara, Krzysztof Wnuk:
Practitioners' Perspectives on Change Impact Analysis for Safety-Critical Software - A Preliminary Analysis. CoRR abs/1605.07105 (2016)
[i4]
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Krzysztof Wnuk, Markus Borg, Sardar Muhammad Sulaman:
An Industrial Case Study on Measuring the Quality of the Requirements Scoping Process. CoRR abs/1611.04099 (2016)
[i3]
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Markus Borg, Petter Gulin, Linus Olofsson:
Do Take it Personal: It's Not What You Say, It's Who (and Where) You Are! Tiny Trans. Comput. Sci. 4 (2016)
2015
[i2]
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Markus Borg, Leif Jonsson:
The More the Merrier: Leveraging on the Bug Inflow to Guide Software Maintenance. Tiny Trans. Comput. Sci. 3 (2015)
2014
[i1]
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Michael Felderer, Elizabeth Bjarnason, Markus Borg, Michael Unterkalmsteiner, Mirko Morandini, Matt Staats:
Workshop Summary of the 1st International Workshop on Requirements and Testing (RET'14). CoRR abs/1410.3401 (2014)

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