Markus Borg

Most-cited papers

Requirements Engineering for Machine Learning: Perspectives from Data Scientists
Andreas Vogelsang, Markus Borg
20192019 IEEE 27th International Requirements Engineering Conference Workshops (REW)214 citations Open access
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Automated bug assignment: Ensemble-based machine learning in large scale industrial contexts
Leif Jonsson, Markus Borg, David Broman, K. Sandahl +2 more
2016Empirical Software Engineering160 citations Open access
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Safely Entering the Deep: A Review of Verification and Validation for Machine Learning and a Challenge Elicitation in the Automotive Industry
Markus Borg, Cristofer Englund, Krzysztof Wnuk, B. Durán +6 more
2018Journal of Automotive Software Engineering129 citations Open access
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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
Markus Borg, O. Svensson, Kristian Berg, Daniel Hansson
2019MaLTeSQuE@ESEC/SIGSOFT FSE100 citations Open access
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An Industrial Survey of Safety Evidence Change Impact Analysis Practice
J. L. de la Vara, Markus Borg, Krzysztof Wnuk, L. Moonen
2016IEEE Transactions on Software Engineering74 citations Open access
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A multi-case study of agile requirements engineering and the use of test cases as requirements
E. Bjarnason, M. Unterkalmsteiner, Markus Borg, Emelie Engström
2016Information and Software Technology67 citations Open access
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Practical relevance of software engineering research: synthesizing the community’s voice
V. Garousi, Markus Borg, M. Oivo
2018Empirical Software Engineering56 citations Open access
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Supporting Change Impact Analysis Using a Recommendation System: An Industrial Case Study in a Safety-Critical Context
Markus Borg, Krzysztof Wnuk, B. Regnell, P. Runeson
2017IEEE Transactions on Software Engineering55 citations
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Code Red: The Business Impact of Code Quality - A Quantitative Study of 39 Proprietary Production Codebases
Adam Tornhill, Markus Borg
20222022 IEEE/ACM International Conference on Technical Debt (TechDebt)54 citations Open access
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Automotive Safety and Machine Learning: Initial Results from a Study on How to Adapt the ISO 26262 Safety Standard
Jens Henriksson, Markus Borg, Cristofer Englund
20182018 IEEE/ACM 1st International Workshop on Software Engineering for AI in Autonomous Systems (SEFAIAS)53 citations Open access
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Ergo, SMIRK is safe: a safety case for a machine learning component in a pedestrian automatic emergency brake system
Markus Borg, Jens Henriksson, Kasper Socha, Olof Lennartsson +6 more
2022Software quality journal42 citations Open access
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Digitalization of Swedish Government Agencies - A Perspective Through the Lens of a Software Development Census
Markus Borg, Thomas Olsson, U. Franke, S. Assar
20182018 IEEE/ACM 40th International Conference on Software Engineering: Software Engineering in Society (ICSE-SEIS)40 citations Open access
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Towards Structured Evaluation of Deep Neural Network Supervisors
Jens Henriksson, C. Berger, Markus Borg, Lars Tornberg +3 more
2019International Conference on Artificial Intelligence Testing39 citations
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Efficient and Effective Generation of Test Cases for Pedestrian Detection - Search-based Software Testing of Baidu Apollo in SVL
Hamid Ebadi, Mahshid Helali Moghadam, Markus Borg, Gregory Gay +2 more
2021International Conference on Artificial Intelligence Testing37 citations Open access
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Digital Twins Are Not Monozygotic – Cross-Replicating ADAS Testing in Two Industry-Grade Automotive Simulators
Markus Borg, Raja Ben Abdessalem, S. Nejati, Francois-Xavier Jegeden +1 more
2020International Conference on Information Control Systems & Technologies36 citations Open access
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Video Game Development in a Rush: A Survey of the Global Game Jam Participants
Markus Borg, V. Garousi, Anas Mahmoud, Thomas Olsson +1 more
2019IEEE Transactions on Games36 citations Open access
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Machine Learning to Guide Performance Testing: An Autonomous Test Framework
Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, M. Bohlin +1 more
2019International Conference on Software Testing, Verification and Validation Workshops26 citations
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Selecting component sourcing options: A survey of software engineering's broader make-or-buy decisions
Markus Borg, Panagiota Chatzipetrou, Krzysztof Wnuk, Emil Alégroth +4 more
2019Information and Software Technology24 citations Open access
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Performance analysis of out-of-distribution detection on trained neural networks
Jens Henriksson, C. Berger, Markus Borg, Lars Tornberg +2 more
2021Information and Software Technology23 citations Open access
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Using text clustering to predict defect resolution time: a conceptual replication and an evaluation of prediction accuracy
S. Assar, Markus Borg, Dietmar Pfahl
2016Empirical Software Engineering23 citations
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Test Automation with Grad-CAM Heatmaps - A Future Pipe Segment in MLOps for Vision AI?
Markus Borg, Ronald Jabangwe, Simon Åberg, Arvid Ekblom +2 more
2021International Conference on Software Testing, Verification and Validation Workshops20 citations Open access
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Component attributes and their importance in decisions and component selection
Panagiota Chatzipetrou, Efi Papatheocharous, Krzysztof Wnuk, Markus Borg +2 more
2019Software quality journal19 citations Open access
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Performance Analysis of Out-of-Distribution Detection on Various Trained Neural Networks
Jens Henriksson, C. Berger, Markus Borg, Lars Tornberg +2 more
2019EUROMICRO Conference on Software Engineering and Advanced Applications19 citations Open access
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Exploring the Assessment List for Trustworthy AI in the Context of Advanced Driver-Assistance Systems
Markus Borg, Joshua Bronson, Linus Christensson, Fredrik Olsson +4 more
2021Workshop on Ethics in Software Engineering Research and Practice17 citations Open access
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The AIQ Meta-Testbed: Pragmatically Bridging Academic AI Testing and Industrial Q Needs
Markus Borg
2020International Conference on Software Quality. Process Automation in Software Development17 citations Open access
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Performance Issues? Hey DevOps, Mind the Uncertainty
Catia Trubiani, Pooyan Jamshidi, J. Cito, Wei-Yi Shang +2 more
2019IEEE Software17 citations
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Towards Software Assets Origin Selection Supported by a Knowledge Repository
A. Cicchetti, Markus Borg, Séverine Sentilles, Krzysztof Wnuk +2 more
20162016 1st International Workshop on Decision Making in Software ARCHitecture (MARCH)17 citations Open access
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Deeper at the SBST 2021 Tool Competition: ADAS Testing Using Multi-Objective Search
Mahshid Helali Moghadam, Markus Borg, S. J. Mousavirad
2021International Workshop on Search-Based Software Testing16 citations
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An autonomous performance testing framework using self-adaptive fuzzy reinforcement learning
Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, M. Bohlin +1 more
2019Software quality journal16 citations Open access
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Practitioners' Perspectives on Change Impact Analysis for Safety-Critical Software - A Preliminary Analysis
Markus Borg, J. L. de la Vara, Krzysztof Wnuk
2016SAFECOMP Workshops16 citations Open access
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Component Selection in Software Engineering - Which Attributes are the Most Important in the Decision Process?
Panagiota Chatzipetrou, Emil Alégroth, Efi Papatheocharous, Markus Borg +2 more
2018EUROMICRO Conference on Software Engineering and Advanced Applications15 citations
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U Owns the Code That Changes and How Marginal Owners Resolve Issues Slower in Low-Quality Source Code
Markus Borg, Adam Tornhill, Enys Mones
2023International Conference on Evaluation & Assessment in Software Engineering14 citations Open access
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Machine learning testing in an ADAS case study using simulation‐integrated bio‐inspired search‐based testing
Mahshid Helali Moghadam, Markus Borg, Mehrdad Saadatmand, S. J. Mousavirad +2 more
2022J. Softw. Evol. Process.14 citations Open access
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Software Engineers' Information Seeking Behavior in Change Impact Analysis - An Interview Study
Markus Borg, Emil Alégroth, P. Runeson
2017IEEE International Conference on Program Comprehension14 citations Open access
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Automotive Perception Software Development: An Empirical Investigation into Data, Annotation, and Ecosystem Challenges
H. Heyn, K. Habibullah, E. Knauss, J. Horkoff +3 more
20232023 IEEE/ACM 2nd International Conference on AI Engineering – Software Engineering for AI (CAIN)13 citations Open access
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Exploring ML testing in practice – Lessons learned from an interactive rapid review with Axis Communications
Qunying Song, Markus Borg, Emelie Engström, H. Ardö +1 more
20222022 IEEE/ACM 1st International Conference on AI Engineering – Software Engineering for AI (CAIN)13 citations Open access
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Agility in Software 2.0 - Notebook Interfaces and MLOps with Buttresses and Rebars
Markus Borg
2021International Conference on Lean and Agile Software Development13 citations Open access
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Challenges of Adopting SAFe in the Banking Industry - A Study Two Years after its Introduction
Sara Nilsson Tengstrand, Piotr Tomaszewski, Markus Borg, Ronald Jabangwe
2021International Conference on Agile Software Development12 citations Open access
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Traceability and Deep Learning - Safety-critical Systems with Traces Ending in Deep Neural Networks
Markus Borg, Cristofer Englund, B. Durán
201712 citations
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Aligning Requirements and Testing: Working Together toward the Same Goal
E. Bjarnason, Markus Borg
2017IEEE Software12 citations Open access
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TuneR: a framework for tuning software engineering tools with hands‐on instructions in R
Markus Borg
2016J. Softw. Evol. Process.12 citations Open access
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Validation of Mutation Testing in the Safety Critical Industry through a Pilot Study
Sten Vercacmmen, Markus Borg, S. Demeyer
2023International Conference on Software Testing, Verification and Validation Workshops11 citations
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SMIRK: A machine learning-based pedestrian automatic emergency braking system with a complete safety case
Kasper Socha, Markus Borg, Jens Henriksson
2022Softw. Impacts11 citations Open access
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Learning-Based Response Time Analysis in Real-Time Embedded Systems: A Simulation-Based Approach
Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, M. Bohlin +1 more
20182018 IEEE/ACM 1st International Workshop on Software Qualities and their Dependencies (SQUADE)11 citations
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Requirements Engineering for Automotive Perception Systems: an Interview Study
K. Habibullah, H. Heyn, Gregory Gay, J. Horkoff +5 more
2023Requirements Engineering: Foundation for Software Quality10 citations Open access
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Illuminating a Blind Spot in Digitalization - Software Development in Sweden's Private and Public Sector
Markus Borg, Joakim Wernberg, Thomas Olsson, U. Franke +1 more
2020International Conference on Software Engineering10 citations Open access
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Performance Testing Using a Smart Reinforcement Learning-Driven Test Agent
Mahshid Helali Moghadam, Golrokh Hamidi, Markus Borg, Mehrdad Saadatmand +3 more
2021IEEE Congress on Evolutionary Computation9 citations Open access
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On Using Active Learning and Self-training when Mining Performance Discussions on Stack Overflow
Markus Borg, Iben Lennerstad, R. Ros, E. Bjarnason
2017International Conference on Evaluation & Assessment in Software Engineering9 citations Open access
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Poster: Performance Testing Driven by Reinforcement Learning
Mahshid Helali Moghadam, Mehrdad Saadatmand, Markus Borg, M. Bohlin +1 more
2020International Conference on Information Control Systems & Technologies8 citations
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Feedback from Operations to Software Development - A DevOps Perspective on Runtime Metrics and Logs
J. Cito, Johannes Wettinger, Lucy Ellen Lwakatare, Markus Borg +1 more
2018International Workshop on Software Engineering Aspects of Continuous Development and New Paradigms of Software Production and Deployment8 citations
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