Markus Borg

Orcid: 0000-0001-7879-4371

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


According to our database1, Markus Borg authored at least 129 papers between 2007 and 2025.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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Article 
PhD thesis 
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Links

Online presence:

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Bibliography

2025
Sentiment Analysis for the Masses: How LLMs Changed the Game.
IEEE Softw., 2025

2024
Adopting automated bug assignment in practice - a longitudinal case study at Ericsson.
Empir. Softw. Eng., September, 2024

Artificial Intelligence for Safety-Critical Systems in Industrial and Transportation Domains: A Survey.
ACM Comput. Surv., July, 2024

Machine learning testing in an ADAS case study using simulation-integrated bio-inspired search-based testing.
J. Softw. Evol. Process., May, 2024

Requirements and software engineering for automotive perception systems: an interview study.
Requir. Eng., March, 2024

Automotive fault nowcasting with machine learning and natural language processing.
Mach. Learn., February, 2024

Mutation testing optimisations using the Clang front-end.
Softw. Test. Verification Reliab., January, 2024

Navigating the Upcoming European Union AI Act.
IEEE Softw., 2024

The Magazine at 40: Viewing Requirements Engineering Through a Ruby Lens.
IEEE Softw., 2024

Requirements for Organizational Resilience: Engineering Developer Happiness.
IEEE Softw., 2024

Requirements Engineering and Large Language Models: Insights From a Panel.
IEEE Softw., 2024

Does Co-Development with AI Assistants Lead to More Maintainable Code? A Registered Report.
CoRR, 2024

Ghost Echoes Revealed: Benchmarking Maintainability Metrics and Machine Learning Predictions Against Human Assessments.
CoRR, 2024

Increasing, not Diminishing: Investigating the Returns of Highly Maintainable Code.
Proceedings of the 7th ACM/IEEE International Conference on Technical Debt, 2024

AI Act High-Risk Requirements Readiness: Industrial Perspectives and Case Company Insights.
Proceedings of the Product-Focused Software Process Improvement. Industry-, Workshop-, and Doctoral Symposium Papers, 2024

FuseRank (Demo): Filtered Vector Search in Multimodal Structured Data.
Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track and Demo Track, 2024

Quality Requirements for Code: On the Untapped Potential in Maintainability Specifications.
Proceedings of the 1st IEEE/ACM Workshop on Multi-disciplinary, 2024

2023
Ergo, SMIRK is safe: a safety case for a machine learning component in a pedestrian automatic emergency brake system.
Softw. Qual. J., June, 2023

F-ASTMut mutation optimisations techniques using the Clang front-end.
Softw. Impacts, May, 2023

Human, What Must I Tell You?
IEEE Softw., 2023

Requirements on Technical Debt: Dare to Specify Them!
IEEE Softw., 2023

Pipeline Infrastructure Required to Meet the Requirements on AI.
IEEE Softw., 2023

Summary of the 3rd International Workshop on Requirements Engineering and Testing.
CoRR, 2023

Summary of 2nd International Workshop on Requirements Engineering and Testing (RET).
CoRR, 2023

Requirements Engineering for Automotive Perception Systems: An Interview Study.
Proceedings of the Requirements Engineering: Foundation for Software Quality, 2023

Validation of Mutation Testing in the Safety Critical Industry through a Pilot Study.
Proceedings of the IEEE International Conference on Software Testing, Verification and Validation, ICST 2023, 2023

U Owns the Code That Changes and How Marginal Owners Resolve Issues Slower in Low-Quality Source Code.
Proceedings of the 27th International Conference on Evaluation and Assessment in Software Engineering, 2023

Automotive Perception Software Development: An Empirical Investigation into Data, Annotation, and Ecosystem Challenges.
Proceedings of the 2nd IEEE/ACM International Conference on AI Engineering, 2023

Evaluation of Out-of-Distribution Detection Performance on Autonomous Driving Datasets.
Proceedings of the IEEE International Conference On Artificial Intelligence Testing, 2023

2022
An autonomous performance testing framework using self-adaptive fuzzy reinforcement learning.
Softw. Qual. J., 2022

Can RE Help Better Prepare Industrial AI for Commercial Scale?
IEEE Softw., 2022

Looking Back, Moving Forward: A Handover.
IEEE Softw., 2022

SMIRK: A machine learning-based pedestrian automatic emergency braking system with a complete safety case.
Softw. Impacts, 2022

Automotive Multilingual Fault Diagnosis.
CoRR, 2022

Agility in Software 2.0 - Notebook Interfaces and MLOps with Buttresses and Rebars.
Proceedings of the Lean and Agile Software Development - 6th International Conference, 2022

Using Search-Based Software Testing to Guide the Strive for Robust Machine Learning Components: Lessons Learned Across Systems and Simulators in the Mobility Domain.
Proceedings of the 15th IEEE International Conference on Software Testing, 2022

Code red: the business impact of code quality - a quantitative study of 39 proprietary production codebases.
Proceedings of the TechDebt '22: International Conference on Technical Debt, 2022

Exploring ML testing in practice: lessons learned from an interactive rapid review with axis communications.
Proceedings of the 1st International Conference on AI Engineering: Software Engineering for AI, 2022

Quality assurance of generative dialog models in an evolving conversational agent used for Swedish language practice.
Proceedings of the 1st International Conference on AI Engineering: Software Engineering for AI, 2022

2021
Towards evidence-based decision-making for identification and usage of assets in composite software: A research roadmap.
J. Softw. Evol. Process., 2021

Performance analysis of out-of-distribution detection on trained neural networks.
Inf. Softw. Technol., 2021

Machine Learning-Assisted Analysis of Small Angle X-ray Scattering.
CoRR, 2021

Adopting Automated Bug Assignment in Practice - A Registered Report of an Industrial Case Study.
CoRR, 2021

Efficient and Effective Generation of Test Cases for Pedestrian Detection - Search-based Software Testing of Baidu Apollo in SVL.
CoRR, 2021

Challenges of Adopting SAFe in the Banking Industry - A Study Two Years After Its Introduction.
Proceedings of the Agile Processes in Software Engineering and Extreme Programming, 2021

The AIQ Meta-Testbed: Pragmatically Bridging Academic AI Testing and Industrial Q Needs.
Proceedings of the Software Quality: Future Perspectives on Software Engineering Quality, 2021

Deeper at the SBST 2021 Tool Competition: ADAS Testing Using Multi-Objective Search.
Proceedings of the 14th IEEE/ACM International Workshop on Search-Based Software Testing, 2021

Flaky Mutants; Another Concern for Mutation Testing.
Proceedings of the 14th IEEE International Conference on Software Testing, 2021

Test Automation with Grad-CAM Heatmaps - A Future Pipe Segment in MLOps for Vision AI?
Proceedings of the 14th IEEE International Conference on Software Testing, 2021

Digital Twins Are Not Monozygotic - Cross-Replicating ADAS Testing in Two Industry-Grade Automotive Simulators.
Proceedings of the 14th IEEE Conference on Software Testing, Verification and Validation, 2021

Exploring the Assessment List for Trustworthy AI in the Context of Advanced Driver-Assistance Systems.
Proceedings of the 2nd IEEE/ACM International Workshop on Ethics in Software Engineering Research and Practice, 2021

Performance Testing Using a Smart Reinforcement Learning-Driven Test Agent.
Proceedings of the IEEE Congress on Evolutionary Computation, 2021

Efficient and Effective Generation of Test Cases for Pedestrian Detection - Search-based Software Testing of Baidu Apollo in SVL.
Proceedings of the 2021 IEEE International Conference on Artificial Intelligence Testing, 2021

2020
Video Game Development in a Rush: A Survey of the Global Game Jam Participants.
IEEE Trans. Games, 2020

Component attributes and their importance in decisions and component selection.
Softw. Qual. J., 2020

Practical relevance of software engineering research: synthesizing the community's voice.
Empir. Softw. Eng., 2020

Preface: REFSQ 2020 Posters and Tools Track.
Proceedings of the Joint Proceedings of REFSQ-2020 Workshops, 2020

Enabling Image Recognition on Constrained Devices Using Neural Network Pruning and a CycleGAN.
Proceedings of the IoT '20 Companion: 10th International Conference on the Internet of Things Companion, 2020

Poster: Performance Testing Driven by Reinforcement Learning.
Proceedings of the 13th IEEE International Conference on Software Testing, 2020

Illuminating a Blind Spot in Digitalization - Software Development in Sweden's Private and Public Sector.
Proceedings of the ICSE '20: 42nd International Conference on Software Engineering, Workshops, Seoul, Republic of Korea, 27 June, 2020

Do preparatory programming lab sessions contribute to even work distribution in student teams?
Proceedings of the ICSE '20: 42nd International Conference on Software Engineering, Companion Volume, Seoul, South Korea, 27 June, 2020

Making Lab Sessions Mandatory - on Student Work Distribution in a Gamified Project Course on Market-Driven Software Engineering.
Proceedings of the 32nd IEEE Conference on Software Engineering Education and Training, 2020

2019
Performance Issues? Hey DevOps, Mind the Uncertainty.
IEEE Softw., 2019

Summary of the 5th International Workshop on Requirements Engineering and Testing (RET 2018).
ACM SIGSOFT Softw. Eng. Notes, 2019

Selecting component sourcing options: A survey of software engineering's broader make-or-buy decisions.
Inf. Softw. Technol., 2019

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.
Proceedings of the 3rd ACM SIGSOFT International Workshop on Machine Learning Techniques for Software Quality Evaluation, 2019

Requirements Engineering for Machine Learning: Perspectives from Data Scientists.
Proceedings of the 27th IEEE International Requirements Engineering Conference Workshops, 2019

Machine Learning to Guide Performance Testing: An Autonomous Test Framework.
Proceedings of the 2019 IEEE International Conference on Software Testing, 2019

Performance Analysis of Out-of-Distribution Detection on Various Trained Neural Networks.
Proceedings of the 45th Euromicro Conference on Software Engineering and Advanced Applications, 2019

Sharing of Vulnerability Information Among Companies - A Survey of Swedish Companies.
Proceedings of the 45th Euromicro Conference on Software Engineering and Advanced Applications, 2019

Towards New Ways of Evaluating Methods of Supporting Requirements Management and Traceability using Signal-to-Noise Ratio.
Proceedings of the 14th International Conference on Evaluation of Novel Approaches to Software Engineering, 2019

Towards Structured Evaluation of Deep Neural Network Supervisors.
Proceedings of the IEEE International Conference On Artificial Intelligence Testing, 2019

2018
Summary of the 1st IEEE Workshop on the Next Level of Test Automation (NEXTA 2018).
ACM SIGSOFT Softw. Eng. Notes, 2018

Safely Entering the Deep: A Review of Verification and Validation for Machine Learning and a Challenge Elicitation in the Automotive Industry.
CoRR, 2018

Cut to the chase: Revisiting the relevance of software engineering research.
CoRR, 2018

Enabling Visual Design Verification Analytics - From Prototype Visualizations to an Analytics Tool using the Unity Game Engine.
CoRR, 2018

Goal-oriented mutation testing with focal methods.
Proceedings of the 9th ACM SIGSOFT International Workshop on Automating TEST Case Design, 2018

Feedback from Operations to Software Development - A DevOps Perspective on Runtime Metrics and Logs.
Proceedings of the Software Engineering Aspects of Continuous Development and New Paradigms of Software Production and Deployment, 2018

Learning-Based Self-Adaptive Assurance of Timing Properties in a Real-Time Embedded System.
Proceedings of the 2018 IEEE International Conference on Software Testing, 2018

Learning-based response time analysis in real-time embedded systems: a simulation-based approach.
Proceedings of the 1st International Workshop on Software Qualities and Their Dependencies, 2018

Adaptive runtime response time control in PLC-based real-time systems using reinforcement learning.
Proceedings of the 13th International Conference on Software Engineering for Adaptive and Self-Managing Systems, 2018

Automotive Safety and Machine Learning: Initial Results from a Study on How to Adapt the ISO 26262 Safety Standard.
Proceedings of the 1st IEEE/ACM International Workshop on Software Engineering for AI in Autonomous Systems, 2018

Digitalization of swedish government agencies: a perspective through the lens of a software development census.
Proceedings of the 40th International Conference on Software Engineering: Software Engineering in Society, 2018

Component Selection in Software Engineering - Which Attributes are the Most Important in the Decision Process?
Proceedings of the 44th Euromicro Conference on Software Engineering and Advanced Applications, 2018

Speeding up mutation testing via the cloud: lessons learned for further optimisations.
Proceedings of the 12th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, 2018

2017
Supporting Change Impact Analysis Using a Recommendation System: An Industrial Case Study in a Safety-Critical Context.
IEEE Trans. Software Eng., 2017

Aligning Requirements and Testing: Working Together toward the Same Goal.
IEEE Softw., 2017

Summary of the 4th International Workshop on Requirements Engineering and Testing (RET 2017).
ACM SIGSOFT Softw. Eng. Notes, 2017

From LiDAR to Underground Maps via 5G - Business Models Enabling a System-of-Systems Approach to Mapping the Kankberg Mine.
CoRR, 2017

Piggybacking on an Autonomous Hauler: Business Models Enabling a System-of-Systems Approach to Mapping an Underground Mine.
Proceedings of the 25th IEEE International Requirements Engineering Conference, 2017

Software engineers' information seeking behavior in change impact analysis: an interview study.
Proceedings of the 25th International Conference on Program Comprehension, 2017

On Using Active Learning and Self-training when Mining Performance Discussions on Stack Overflow.
Proceedings of the 21st International Conference on Evaluation and Assessment in Software Engineering, 2017

2016
An Industrial Survey of Safety Evidence Change Impact Analysis Practice.
IEEE Trans. Software Eng., 2016

Do Take it Personal: It's Not What You Say, It's Who (and Where) You Are!
Adv. Math. Commun., 2016

TuneR: a framework for tuning software engineering tools with hands-on instructions in R.
J. Softw. Evol. Process., 2016

Summary of the 3rd International Workshop on Requirements Engineering and Testing (RET 2016): [Co-located with REFSQ 2016].
ACM SIGSOFT Softw. Eng. Notes, 2016

A multi-case study of agile requirements engineering and the use of test cases as requirements.
Inf. Softw. Technol., 2016

Automated bug assignment: Ensemble-based machine learning in large scale industrial contexts.
Empir. Softw. Eng., 2016

Using text clustering to predict defect resolution time: a conceptual replication and an evaluation of prediction accuracy.
Empir. Softw. Eng., 2016

Advancing Trace Recovery Evaluation - Applied Information Retrieval in a Software Engineering Context.
CoRR, 2016

Towards Software Assets Origin Selection Supported by a Knowledge Repository.
Proceedings of the 1st International Workshop on Decision Making in Software ARCHitecture, 2016

Practitioners' Perspectives on Change Impact Analysis for Safety-Critical Software - A Preliminary Analysis.
Proceedings of the Computer Safety, Reliability, and Security, 2016

Testing Quality Requirements of a System-of-Systems in the Public Sector - Challenges and Potential Remedies.
Proceedings of the Joint Proceedings of REFSQ-2016 Workshops, 2016

An Industrial Case Study on Measuring the Quality of the Requirements Scoping Process.
Proceedings of the Product-Focused Software Process Improvement, 2016

2015
From Bugs to Decision Support - Leveraging Historical Issue Reports in Software Evolution.
PhD thesis, 2015

The More the Merrier: Leveraging on the Bug Inflow to Guide Software Maintenance.
Adv. Math. Commun., 2015

Summary of 2nd International Workshop on Requirements Engineering and Testing (RET 2015): Co-located with ICSE 2015.
ACM SIGSOFT Softw. Eng. Notes, 2015

An Industrial Case Study on Test Cases as Requirements.
Proceedings of the Agile Processes, in Software Engineering, and Extreme Programming, 2015

Navigating Information Overload Caused by Automated Testing - a Clustering Approach in Multi-Branch Development.
Proceedings of the 8th IEEE International Conference on Software Testing, 2015

2nd International Workshop on Requirements Engineering and Testing (RET 2015).
Proceedings of the 37th IEEE/ACM International Conference on Software Engineering, 2015

2014
Recovering from a decade: a systematic mapping of information retrieval approaches to software traceability.
Empir. Softw. Eng., 2014

Challenges and practices in aligning requirements with verification and validation: a case study of six companies.
Empir. Softw. Eng., 2014

Workshop Summary of the 1st International Workshop on Requirements and Testing (RET'14).
CoRR, 2014

Revisiting the challenges in aligning RE and V&V: Experiences from the public sector.
Proceedings of the 1st IEEE International Workshop on Requirements Engineering and Testing, 2014

Embrace your issues: compassing the software engineering landscape using bug reports.
Proceedings of the ACM/IEEE International Conference on Automated Software Engineering, 2014

Supporting Regression Test Scoping with Visual Analytics.
Proceedings of the Seventh IEEE International Conference on Software Testing, 2014

Development of Safety-Critical Software Systems Using Open Source Software - A Systematic Map.
Proceedings of the 40th EUROMICRO Conference on Software Engineering and Advanced Applications, 2014

A replicated study on duplicate detection: using apache lucene to search among Android defects.
Proceedings of the 2014 ACM-IEEE International Symposium on Empirical Software Engineering and Measurement, 2014

Changes, Evolution, and Bugs - Recommendation Systems for Issue Management.
Proceedings of the Recommendation Systems in Software Engineering, 2014

2013
Confounding factors when conducting industrial replications in requirements engineering.
Proceedings of the 1st International Workshop on Conducting Empirical Studies in Industry, 2013

Enabling traceability reuse for impact analyses: A feasibility study in a safety context.
Proceedings of the 7th International Workshop on Traceability in Emerging Forms of Software Engineering, 2013

IR in Software Traceability: From a Bird's Eye View.
Proceedings of the 2013 ACM / IEEE International Symposium on Empirical Software Engineering and Measurement, 2013

Analyzing Networks of Issue Reports.
Proceedings of the 17th European Conference on Software Maintenance and Reengineering, 2013

2012
Towards Scalable Information Modeling of Requirements Architectures.
Proceedings of the Advances in Conceptual Modeling, 2012

Findability through Traceability - A Realistic Application of Candidate Trace Links?.
Proceedings of the ENASE 2012, 2012

Evaluation of traceability recovery in context: A taxonomy for information retrieval tools.
Proceedings of the 16th International Conference on Evaluation & Assessment in Software Engineering, 2012

Industrial Comparability of Student Artifacts in Traceability Recovery Research - An Exploratory Survey.
Proceedings of the 16th European Conference on Software Maintenance and Reengineering, 2012

2011
In Vivo Evaluation of Large-Scale IR-Based Traceability Recovery.
Proceedings of the 15th European Conference on Software Maintenance and Reengineering, 2011

2007
Time Extraction from Real-time Generated Football Reports.
Proceedings of the 16th Nordic Conference of Computational Linguistics, 2007


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