Personal profile
Description of research and teaching
LinkedIn: https://fi.linkedin.com/in/jukka-k-nurminen-6b0b6a1
Publications in Google Scholar https://scholar.google.fi/citations?user=cmftgn4AAAAJ
Interests
I am widely interested in the performance of efficient software systems and their construction. My most influential past work has been on energy-efficient software as well as on mobile peer-to-peer and cloud solutions. Currently, my main interests are on tools and techniques for developing data-intensive software systems. This includes testing of AI systems, technical solutions for ethical decision making as well as software development for new computational platforms like for quantum computers and for highly distributed edge computing.
CV
Education
Title of Docent, Software Technology, Helsinki University of Technology, 2007
Doctor of Science (Technology), Systems and Operations Research and Mathematics, Department of Engineering Physics and Mathematics, Helsinki University of Technology, 2003.
Thesis title: Modelling and implementation issues in circuit and network planning tools
Licentiate of Technology, Systems and operations research, Helsinki University of Technology, 1989.
Thesis title: Coupling symbolic and numeric computing in knowledge-based system: An application to electronics design
Diploma Engineer (Master of Science in Engineering) with honors, Systems and operations research, Helsinki University of Technology, 1986
Thesis title: Design and implementation of a mixed-integer programming system
Matriculation exam from Helsingin Suomalainen Yhteiskoulu, 1981
Knowledge of Languages: Finnish (native), English (fluent), Swedish (proficient), German (proficient), French (intermediate), Russian (beginner), Italian (beginner), Spanish (beginner)
Professional experience
Professor of Computer Science, University of Helsinki (04/2019 - present)
Software systems for data-intensive computing in natural sciences
Research Professor, VTT (02/2019-04/2019)
Software engineering
Principal Scientist, VTT (01/2016-02/2019)
Applied research on edge computing, prescriptive analytics, and optimization.
Adjunct Professor of Computer Science, Aalto University (01/2016-02/2021)(part-time)
Research and teaching on mobile and distributed computing.
Project Leader & Adjunct Scientist, Helsinki Institute of Physics (HIP) (01/2015-12/2017) (part-time)
Cooperating with CERN on the energy-efficiency of data analysis and scientific computing.
Professor of Practise of Computer Science, Aalto University (01/2011-12/2015)
Research and teaching of mobile cloud computing, energy-efficiency, and big data. Recruiting, acquiring funding, and managing a research team. Leading EU, EIT, and TEKES funded international research projects and CERN cooperation. Organizer of hackathons, summer schools, and workshops. Coauthor of over 100 scientific publications. H-index 33. Acquired over 1 MEUR research funding.
Principal Researcher and other applied research positions, Nokia Research Center (1986-2010)
Working on knowledge technology, intelligent planning tools, mobile cloud services, mobile peer-to-peer, and energy-efficiency of mobile applications. Outcomes: multiple commercial used tools, internal ventures, open-source software (e.g. mobile BitTorrent with over 100.000 downloads), patent applications, scientific publications.
Research funding
2019-2021 EU Ecsel: AhTools as VTT PI: 815.000 EUR, as country coordinator Finland: 2.100.000 EUR
2015-17 HIP: Green Big Data ~600.000 EUR, PI
2013-16 EU FP7: Cities as drivers of social change (CIVIS) 2013-2016 279.300 EUR, Aalto PI
2013-15 TEKES Finnish-China cooperation call: Everyday sensing (ESENS) 75.000 EUR, Aalto PI
2013 IoT SHOK: Integration with social web 50.000 EUR, Aalto PI
2013 EIT: Cloud computing summer school 20.000 EUR, Aalto PI
2012 Nokia: Adaptive video streaming energy optimization research 37.931,00 EUR, Aalto PI
2012 EIT: Cloud computing summer school 30.000 EUR, Aalto PI
Leadership and Teaching experience
Supervisor of 6 completed PhD thesis, 48 MSc thesis, 21 BSc thesis, and a number of seminar works
Opponent or preliminary examiner of 8 PhD and 1 Licentiate thesis
Responsible teacher of multiple courses including Mobile cloud computing, Network application frameworks, AI and system analysis
Explorations with new forms of teaching: Green campus hackathon, Data science hackathon, EIT Idea Challenge preparation course
Grade “excellent” in the assessment of teaching skills and merits at the University of Helsinki 2018 for tenure-track position evaluation
Overall grade “excellent” for teaching competence for Adjunct professorship nomination 2015 by Aalto University SCITEC
Patents and publications
Over 100 publications in scientific journals and conferences with around 3900 citations. Google h-index 35.
36 patent applications on the area of data analytics, mobile applications and solutions (position 23rd on the list of Top Inventors in Nokia from years 2000 to 2009).
Service to the research community
Guest editor of Machine Vision and Applications Journal: Special issue on “Intelligent Urban Computing with Big Data,” with Liu, W., Cui, P., Nurminen, J.K., and Wang, J., September 2017
TPC Co-chair of the Workshop on Hot Topics in Network and Service Management: 5G and Sliced Networks, Distributed Things and Blockchains (HotNSM 2019), Washington, D.C., USA, April, 2019
TPC Co-chair of the 4th International Conference on Cloud Computing and Intelligence Systems (CCIS 2016), Beijing, China, 2016
TPC Co-chair of the “Video delivery over mobile networks: solutions and performance evaluation” workshop as part of WiOpt 2013, 2014 conference
Project reviewer for EU FP7 program.
Expert evaluator of grant proposals for French, Dutch, Hungarian, Saudi-Arabian and Canadian research funding organizations.
Reviewer for over twenty journals and TPC member of tens of conferences.
External positions
Principal Scientist, Research Professor, VTT
Jan 2016 → Apr 2019
Professor of Practice, Aalto University
Jan 2011 → Dec 2015
Principal researcher, Project manager, Research engineer, Nokia Research Center
1986 → 2010
Adjunct Professor , Aalto University
Fields of Science
- 113 Computer and information sciences
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Implementing AI ethics in practice and the question of ’who?’ A framework and a multiple case study
Kemell, K.-K., Floréen, P., Raatikainen, M. & Nurminen, J. K., Feb 2026, In: AI and Ethics. 6, 1, 18 p., 45.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Performance Estimation in Binary Classification Using Calibrated Confidence
Kivimäki, J. I., Białek, J., Kuberski, W. & Nurminen, J. K., 9 Mar 2026, In: Machine Learning. 115, 22 p., 67.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Perspectives On Machine Learning Inference Serving in Real-World Settings
Muiruri, D., Ellen Lwakatare, L., Nurminen, J. K. & Mikkonen, T., 6 Apr 2026, In: Software: Practice & Experience. 24 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
A Design Framework for Cloud-HPC Integration in MLOps
Siilasjoki, N., Raatikainen, M. & Nurminen, J. K., 2025, SAC '25: Proceedings of the 40th ACM/SIGAPP Symposium on Applied Computing. Association for Computing Machinery, p. 217-224 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
A Review of Machine Learning Approaches for Real-Time Alerting in Service Level Objective Monitoring
Sarni, T. A. & Nurminen, J. K., 25 Aug 2025, 2025 IEEE International Conference on Software Services Engineering (SSE). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
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Ohjelmistotyön tulevaisuudet
Nurminen, J. K. (Project manager), Bruno Velalcazar, V. V. (Participant), Kettunen, P. (Participant), Pirttinen, N. (Participant), Raatikainen, M. (Participant) & Shala, A. (Participant)
Innovaatiorahoituskeskus Business Finland
01/06/2025 → 31/05/2027
Project: Business Finland
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Engineering Large Foundational Models for Enterprise Integration
Nurminen, J. K. (Project manager), Ahola, V. E. (Participant), Baig, A. (Participant), Hussain, Z. (Participant), Huuskonen, E. I. (Participant), Huvio, J. P. (Participant), Kivimäki, J. I. (Participant), Kivistö, E. S. (Participant), Kuokkanen, A. (Participant), Lindfors, T. A. (Participant), Lwakatare, L. E. M. (Participant), Malik, A. (Participant), Mattila, R. P. (Participant), Muiruri, D. (Participant), Mylläri, J. (Participant), Oliveira Cattelan, B. (Participant), Raatikainen, M. (Participant), Saavalainen, J. I. (Participant), Shaikh, H. (Participant) & Valjakka, J. H. (Participant)
01/01/2025 → 31/12/2027
Project: Business Finland
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EM4QS: Enhanced Middleware for Quantum Software
Meijer, A. (Project manager), Nurminen, J. K. (Principal Investigator), Becker, L. V. A. (Participant), Salmenperä, I. E. (Participant), Perkkola, F. E. (Participant) & Vuorenkoski, L. (CoIlaborator)
01/08/2024 → 31/12/2026
Project: Business Finland
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Enhanced Middleware for Quantum
Nurminen, J. K. (Project manager), Becker, L. V. A. (Participant), Bui, D. T. (Participant), Huovila, E. (Participant), Marinec, D. (Participant), Mohottige, G. S. C. (Participant), Perkkola, F. E. (Participant), Salmenperä, I. E. (Participant) & Yasin, M. S. (Participant)
01/08/2024 → 31/07/2026
Project: Business Finland
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QuantumWare
Nurminen, J. K. (Project manager), Niemi, V. (Participant), Lu, J. (Participant), Meijer, A. (Participant), Salmenperä, I. E. (Project manager), Uotila, V. J. E. (Participant) & Becker, L. V. A. (Participant)
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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State and Promise of Quantum Software – Summary of Results
Meijer, A. (Participant), Salmenperä, I. E. (Participant) & Nurminen, J. K. (Participant)
24 Jan 2025Activity: Other activity types › Types for other activities - External teaching and subject coordination
File -
Research on the engineering of AI systems
Nurminen, J. K. (Speaker)
10 Feb 2020Activity: Talk or presentation types › Oral presentation
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Introducing the new Ethics of AI open online course
Nurminen, J. K. (Speaker)
27 Nov 2020Activity: Talk or presentation types › Oral presentation
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Tekoäly päättää paremmin – vai päättääkö? (in Finnish, AI makes better decisions – or does it?)
Nurminen, J. K. (Speaker)
17 Nov 2020Activity: Talk or presentation types › Invited talk
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Kumpi päättää paremmin, ihminen vai algoritmi? (in Finnish, Who decides better, human or algorithm?)
Nurminen, J. K. (Speaker)
13 Mar 2020Activity: Talk or presentation types › Invited talk