List of Publications

Mustak M., Salminen J., Mäntymäki M., Rahman A. and Dwivedi Y. 2022. Deepfakes: Deceptions, mitigations, and opportunities. Journal of Business Research, Vol. 154. Link to publication 

Granlund T., Stirbu V. and Mikkonen T. 2022. Medical Software Needs Calm Compliance. IEEE Software 39:19-28. doi:10.1109/MS.2021.3117292
Link to publication

Kopponen A., Villman T., Kettunen P., Mikkonen T. and Rossi M. 2022. AI Lenses: Citizens’ Guide to the Futures with Citizen Digital Twins. Accepted in book AI and Society: Opportunities and Tensions, CRC Taylor and Francis & co. In press.

Laato S., Tiainen M., Islam A.K.M N. and Mäntymäki M. 2022. How to explain AI systems to end users: a systematic literature review and research agenda. Internet Research 32: 1-31.
Link to publication

Laato S., Birkstedt T., Mikkonen T. and Mäntymäki M. 2022. Introducing AI Governance to the Software Development Life Cycle: Insights on Responsible Machine Learning Engineering. Proceedings of CAIN’22, IEEE. In press.
Link to preprint

Laato S., Mäntymäki M., Islam A.K.N., Hyrynsalmi S. and Birkstedt T. 2022. Trends and Trajectories in the Software Industry: implications for the future of work. Information Systems Frontiers.
Link to publication

Laato S., Mäntymäki M., Minkkinen M., Birkstedt T.,  Islam A.K.M.N. and Dennehy D. 2022. Integrating Machine Learning with Software Development Lifecycles: Insights from Experts. ECIS 2022 Research Papers. 118.
Link to publication

Laine J., Zimmer M.P., Minkkinen M., Salmela H. and Mäntymäki M. 2022. Clustering Design Science Research Based on the Nature of the Designed Artifact. In: Papagiannidis S., Alamanos E., Gupta S., Dwivedi Y.K., Mäntymäki M. and Pappas I.O. (eds) The Role of Digital Technologies in Shaping the Post-Pandemic World. I3E 2022. Lecture Notes in Computer Science, vol 13454. Springer, Cham. Link to publication

Madhala P., Helander N., Raatikainen M., Rannisto A., Setälä M. and Mikkonen T. 2022. Data-Driven Value Creation in Digitalizing Public Service. Public Innovation and Digital Transformation, Routledge.
Link to publication

Malik H. M., Viljanen M., Lepinkäinen N. and Alvesalo-Kuusi A. 2022. Dynamics of Social Harms in an Algorithmic Context. International Journal for Crime, Justice and Social Democracy, 10(4).
Link to publication

Minkkinen M., Laine J. and Mäntymäki M. 2022. Continuous Auditing of Artificial Intelligence: a Conceptualization and Assessment of Tools and Frameworks. Digital Society 1, 21.
Link to publication

Minkkinen M., Zimmer M.P. and Mäntymäki M. 2022. Co-Shaping an Ecosystem for Responsible AI: Five Types of Expectation Work in Response to a Technological Frame. Information Systems Frontiers.
Link to publication

Minkkinen M., Niukkanen A. and Mäntymäki M. 2022. What about investors? ESG analyses as tools for ethics-based AI auditing. AI & Society.
Link to publication

Muiruri D., Lwakatare L. E.,  Nurminen J. K. and Mikkonen T. 2022. Practices and Infrastructures for ML Systems – An Interview Study in Finnish Organizations. Computer. In press.
Link to preprint

Myllyaho L., Nurminen J.K. and Mikkonen T. 2022. Node Co-Activations as a Means of Error Detection – Towards Fault-Tolerant Neural Networks. Elsevier Array.
Link to publication

Myllyaho L., Raatikainen M., Männistö T., Nurminen J. K and Mikkonen T. 2022. On misbehaviour and fault tolerance in machine learning systems. Journal of Systems and Software 183:111096.
Link to publication

Mäntymäki M., Minkkinen M., Birkstedt T. and VIljanen M. 2022. Defining organizational AI governance. AI Ethics.
Link to publication

Mäntymäki, M., Minkkinen, M., Birkstedt, T., & Viljanen, M. 2022. Putting AI Ethics into Practice: The Hourglass Model of Organizational AI Governance. Arxiv preprint.
Link to preprint

Rousi R., Vakkuri V., Daubaris P., Linkola S., Samani H., Mäkitalo N., Halme E., Agbese M., Mohnani R., Mikkonen T. and Abrahamsson P. 2022. Beyond 100 Ethical Concerns in the Development of Robot-to-Robot Cooperation. IEEE Cybermatics’22.
Link to publication

Sarrala T., Duc A., Mikkonen T. and Abrahamsson P. 2022. Towards Systemic Elicitation of Privacy Requirements: A Research Agenda. Proceedings of International Symposium on Business Modeling and Software Design, Springer. In press.

Stirbu V., Granlund T. and Mikkonen T. 2022. Continuous Design Control for Machine Learning in Certified Medical Systems. Software Quality Journal.
Link to publication

Stirbu V., Raatikainen M., Röntynen J., Sokolov V., Lehtonen T. and Mikkonen T. 2022. Towards multi-concern software development with Everything-as-Code. IEEE Software. In press.
Link to preprint

Vianello A., Laine S. and Tuomi E. 2022. Improving Trustworthiness of AI Solutions: A Qualitative Approach to Support Ethically-Grounded AI Design, International Journal of Human–Computer Interaction. doi: 10.1080/10447318.2022.2095478
Link to publication