Selected publications:
(JUFO below refers to the Finnish Publication Forum Classification. The classification has three levels: 1 = basic; 2 = leading; 3 = top)
- JAIR (JUFO 3) Confidence-based Estimators for Predictive Performance in Model Monitoring, 2025
- IST (JUFO 3): Systematic review on the current state of computer-supported argumentation learning systems, 2024
- Computers in Human Behavior (JUFO 3): Revealing complexities when adult readers engage in the credibility evaluation of social media posts, 2024
- IST (JUFO 3): Impact of minimum viable product on software ecosystem failure, 2024
- IEEE SW (JUFO 2): ML lineage for trustworthy machine learning systems, 2024
- Autom Softw Eng (JUFO 2): OneLog: towards end-to-end software log anomaly detection, 2024
- ESEM (JUFO 2): What Makes Programmers Laugh? Exploring the Submissions of the Subreddit r/ProgrammerHumor, 2024
- ICSE SEET (JUFO 3): Software startup within a university – producing industry-ready graduates, 2023
- IST (JUFO 3): A systematic literature review of capstone courses in software engineering, 2023
- Software Quality J (JUFO 2): Keyword-labeled self-admitted technical debt and static code analysis have significant relationship but limited overlap, 2023
- TSE (JUFO 3): Improved management of issue dependencies in issue trackers of large collaborative projects, 2022
- IST (JUFO 3): Undulate: A framework for data-driven software engineering enabling soft computing, 2022
- IEEE SW (JUFO 2): Toward Multiconcern Software Development With Everything as Code, DOI link, 2022
- Computer (JUFO 2): Practices and Infrastructures for Machine Learning Systems: An Interview Study in Finnish Organizations, DOI link, 2022
- Routledge (JUFO 3): Data-Driven Value Creation in Digitalizing Public Service, 2022
- JSS (JUFO 3): Awarded as Journal Best Paper in 2022 – On Misbehaviour and Fault Tolerance in Machine Learning Systems, 2022
- JSS (JUFO 3): Systematic literature review of validation methods for AI systems, 2021
- de Gruyter (JUFO 3; ISBN 978-3-11): Managing risks and opportunities in cyber-physical systems with software architecture assessments, 2021
- IST (JUFO 3) Patterns of user involvement in experiment-driven software development, 2020
- IST (JUFO 3) Action-Oriented Programming Model: Collective Executions and Interactions in the Fog, 2019
- TOSEM (JUFO 3): Status Quo in Requirements Engineering: A Theory and a Global Family of Surveys, 2019
- JSS (JUFO 3): Software product lines and variability modeling: A tertiary study, 2019
- IEEE SW (JUFO 2): Software Reuse in the Era of Opportunistic Design, 2019
- IST (JUFO 3): Regulated Software Meets DevOps, 2018
- IEEE SW (JUFO 2): A Taxonomy of IoT Client Architectures, 2018
- IEEE SW (JUFO 2): Safe, Secure Executions at the Network Edge: Coordinating Cloud, Edge, and Fog Computing, 2018
- IST (JUFO 3): Continuous and collaborative technology transfer: Software engineering research with real-time industry impact, 2018
- ESEM (JUFO 2): Needs and Challenges for a Platform to Support Large-scale Requirements Engineering: A Multiple-case Study, 2018
- EMSE (JUFO 3): Naming the pain in requirements engineering, 2017
- JSS (JUFO 3): The RIGHT Model for Continuous Experimentation, 2017
- JSS (JUFO 3): Introducing Continuous Experimentation in Large Software-Intensive Product and Service Organizations, 2017
- IEEE SW (JUFO 2): A Roadmap to the Programmable World: Software Challenges in the IoT Era, 2017
- ICSE (JUFO 3): DevOps in Regulated Software Development: Case Medical Devices, 2017
- ICSE (JUFO 3): Assessing IoT projects in university education: A framework for problem-based learning, 2017
- ESEM (JUFO 2): Notifying and Involving Users in Experimentation: Ethical Perceptions of Software Practitioners, 2017
- ESEM (JUFO 2): An Exploratory Analysis of a Hybrid OSS Company’s Forum in Search of Sales Leads, 2017
- EMSE (JUFO 3): Performance variability in software product lines: proposing theories from a case study, 2016
- IST (JUFO 3): Improving the delivery cycle: A multiple-case study of the toolchains in Finnish software intensive enterprises, 2016
- IST (JUFO 3): Raising the odds of success: the current state of experimentation in product development, 2016
- IST (JUFO 3): Performance Alignment Work: How software developers experience the continuous adaptation of team performance in Lean and Agile environments, 2015
- IEEE SW (JUFO 2): Refactoring: a Shot in the Dark?, 2015
- IEEE SW (JUFO 2): The Highways and Country Roads to Continuous Deployment, 2015
- JSS (JUFO 3): Variability in Software Architecture – State of the Art, 2014
- IST (JUFO 3): Analyzing the Relationships between Inspections and Testing to Provide a Software Testing Focus, 2014
- ICSA (JUFO 2): Lessons learned from safety-critical software-based automation architectures of nuclear power plants, 2014