Research output per year
Research output per year
Personal profile
Description of research and teaching
My research background and interests lie in empirical research at the intersection of software engineering and business, with a particular focus on requirements engineering and software architecture.
Our research centers on examining the construction, maintenance, and communication of envisioned digital services, as well as their interactions. We conduct empirical research relevant to both academia and practical applications, with the focus on the value and dependability of digital services. Recently, artificial intelligence, MLOps, and Large Foundational Model (LFM) technologies have become increasingly important for numerous domains, and they represent new and compelling opportunities and focus areas.
See also Empirical Software Engineering research group.
Fields of Science
- 113 Computer and information sciences
International and National Collaboration
Publications and projects within past five years.
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A Design Framework for Cloud-HPC Integration in MLOps
Siilasjoki, N., Raatikainen, M. & Nurminen, J. K., 2025, ACM/SIGAPP Symposium On Applied Computing (ACM SAC): Track on Cloud Continuum.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
AI lineage for trustworthy and compliant systems
Souris, H. & Raatikainen, M., 2024.Research output: Conference materials › Poster › peer-review
Open AccessFile -
Machine Learning Lineage for Trustworthy Machine Learning Systems: Information Framework for MLOps Pipelines
Raatikainen, M., Souris, H., Remes, J. & Stirbu, V., 19 Jun 2024, In: IEEE Software. 42, 1, p. 51-58 8 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
On Modularity of Neural Networks: Systematic Review and Open Challenges
Alho, R., Raatikainen, M., Myllyaho, L. & Nurminen, J. K., 13 Jul 2024, Reuse and Software Quality. ICSR 2024. Achilleos, A., Fuentes, L. & Papadopoulos, G. A. (eds.). Springer, p. 18–36 (Lecture Notes in Computer Science; vol. 14614).Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review
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Open source platform for MLOps
Rives Gambin, J., Knoblauch, D., Malinen, J., Muiruri, D., Raatikainen, M., Remes, J., Siilasjoki, N. & Souris, H., 2024.Research output: Conference materials › Abstract › peer-review
Open AccessFile
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E! ITEA ELFMo
Nurminen, J. K. (Project manager), Hussain, Z. (Participant), Kivimäki, J. I. (Participant), Lwakatare, L. E. M. (Participant), Muiruri, D. (Participant), Mylläri, J. (Participant) & Raatikainen, M. (Participant)
01/01/2025 → 31/12/2027
Project: Business Finland
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IML4E: Industrial Machine Learning for Enterprises
Nurminen, J. K. (Project manager), Hu, R. Y. (Participant), Hussain, Z. (Participant), Kemell, K.-K. (Participant), Kivimäki, J. I. (Participant), Laisi, J. S. (Participant), Lehtonen, A. I. (Participant), Louhi, J. J. (Participant), Luo, Y. (Participant), Lwakatare, L. E. M. (Participant), Muiruri, D. (Participant), Myllyaho, L. (Participant), Mylläri, J. (Participant), Mylläri, J. (Participant), Raatikainen, M. (Participant), Rantanen, R. J. (Participant), Rensing, F. (Participant), Salmenperä, I. E. (Participant), Samarasekara, H. (Participant), Siilasjoki, N. J. (Participant), Stirbu, V. A. (Participant), Vidanapathirana, J. C. (Participant), Myllyaho, L. (Participant) & Raatikainen, M. (Participant)
Innovaatiorahoituskeskus Business Finland
01/05/2021 → 28/02/2025
Project: Business Finland
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AIGA: The Artificial Intelligence Governance and Auditing
Nurminen, J. K. (Project manager), Holopainen, M. (Participant), Kemell, K.-K. (Participant), La Mantia, A. (Participant), Mikkonen, T. (Participant), Raatikainen, M. (Participant) & Raatikainen, M. (Participant)
DAIN Studios Oy, Business Finland Oy, Solita Oy 10601555
01/08/2020 → 31/12/2022
Project: Business Finland
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IVVES: Industrial-grade Verification and Validation of Evolving Systems
Mikkonen, T. (Project manager), Nurminen, J. K. (Project manager), Becker, L. V. A. (Participant), Halvari, T. P. (Participant), Hussain, Z. (Participant), Kauhanen, E. O. (Participant), Kramar, V. T. (Participant), Laanti, T. M. (Participant), Mikkonen, T. (Participant), Muiruri, D. (Participant), Myllyaho, L. (Participant), Mylläri, J. (Participant), Raatikainen, M. (Participant), Salmenperä, I. E. (Participant), Steenari, J. P. (Participant), Stirbu, V. A. (Participant), Valjakka, J. H. (Participant), Hussain, Z. (Participant), Myllyaho, L. (Participant) & Raatikainen, M. (Participant)
01/01/2020 → 31/03/2024
Project: Business Finland
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4APIs
Raatikainen, M. (Participant), Mikkonen, T. (Project manager), Kettunen, E. (Participant) & Muiruri, D. (Participant)
01/09/2019 → 31/03/2021
Project: Research project
Prizes
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Best Paper Award
Myllyaho, L. (Recipient), Raatikainen, M. (Recipient), Männistö, T. (Recipient), Nurminen, J. K. (Recipient) & Mikkonen, T. (Recipient), Mar 2023
Prize: Prizes and awards
Activities
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AI application development | DataOps vs. DevOps
Raatikainen, M. (Speaker)
2022Activity: Talk or presentation types › Invited talk
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The ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (Event)
Raatikainen, M. (Programme Committee Member)
2022 → …Activity: Publication peer-review and editorial work types › Peer review of manuscripts
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International Working Conference on Variability Modelling of Software-Intensive Systems (Vamos) (Event)
Raatikainen, M. (Programme Committee Member)
2021Activity: Publication peer-review and editorial work types › Peer review of manuscripts
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IEEE Software (Journal)
Raatikainen, M. (Reviewer)
2021Activity: Publication peer-review and editorial work types › Peer review of manuscripts
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IEEE Transactions on Software Engineering (Journal)
Raatikainen, M. (Reviewer)
2021Activity: Publication peer-review and editorial work types › Peer review of manuscripts