Mikko Raatikainen

According to our database, Mikko Raatikainen authored at least 64 papers between 2003 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Machine Learning Lineage for Trustworthy Machine Learning Systems: Information Framework for MLOps Pipelines.

Mikko Raatikainen, Charalampos Souris, Jukka J. Remes, Vlad Stirbu

IEEE Softw., 2025

2024

Removing Neurons From Deep Neural Networks Trained With Tabular Data.

Antti Klemetti, Mikko Raatikainen, Juhani Kivimäki, Lalli Myllyaho, Jukka K. Nurminen

IEEE Open J. Comput. Soc., 2024

On Modularity of Neural Networks: Systematic Review and Open Challenges.

Riku Alho, Mikko Raatikainen, Lalli Myllyaho, Jukka K. Nurminen

Proceedings of the Reuse and Software Quality, 2024

2023

Improved Management of Issue Dependencies in Issue Trackers of Large Collaborative Projects.

Mikko Raatikainen, Quim Motger, Clara Marie Lüders, Xavier Franch, Lalli Myllyaho, Elina Kettunen, Jordi Marco, Juha Tiihonen, Mikko Halonen, Tomi Männistö

IEEE Trans. Software Eng., April, 2023

Systematic Literature Review on Cost-Efficient Deep Learning.

Antti Klemetti, Mikko Raatikainen, Lalli Myllyaho, Tommi Mikkonen, Jukka K. Nurminen

IEEE Access, 2023

Systematic Mapping Study on Use of Pre-Trained Open Machine Learning Models.

Riku Alho, Mikko Raatikainen, Jukka K. Nurminen, Lalli Myllyaho, Lucy Ellen Lwakatare

Proceedings of the Annual Symposium of Computer Science 2023 co-located with The International Conference on Evaluation and Assessment in Software Engineering (EASE 2023), 2023

Experiences on a Frameworkless Micro-Frontend Architecture in a Small Organization.

Tomi Männistö, Antti-Pekka Tuovinen, Mikko Raatikainen

Proceedings of the 20th International Conference on Software Architecture, 2023

Autonomously Adaptive Machine Learning Systems: Experimentation-Driven Open-Source Pipeline.

Yumo Luo, Mikko Raatikainen, Jukka K. Nurminen

Proceedings of the 49th Euromicro Conference on Software Engineering and Advanced Applications, 2023

2022

Toward Multiconcern Software Development With Everything as Code.

Vlad Stirbu, Mikko Raatikainen, Joel Röntynen, Vlas Sokolov, Timo Lehtonen, Tommi Mikkonen

IEEE Softw., 2022

On misbehaviour and fault tolerance in machine learning systems.

Lalli Myllyaho, Mikko Raatikainen, Tomi Männistö, Jukka K. Nurminen, Tommi Mikkonen

J. Syst. Softw., 2022

2021

Systematic literature review of validation methods for AI systems.

Lalli Myllyaho, Mikko Raatikainen, Tomi Männistö, Tommi Mikkonen, Jukka K. Nurminen

J. Syst. Softw., 2021

Improved dependency management for issue trackers in large collaborative projects.

Mikko Raatikainen, Quim Motger, Clara Marie Lüders, Xavier Franch, Lalli Myllyaho, Elina Kettunen, Jordi Marco, Juha Tiihonen, Mikko Halonen, Tomi Männistö

CoRR, 2021

Is Machine Learning Software Just Software: A Maintainability View.

Tommi Mikkonen, Jukka K. Nurminen, Mikko Raatikainen, Ilenia Fronza, Niko Mäkitalo, Tomi Männistö

Proceedings of the Software Quality: Future Perspectives on Software Engineering Quality, 2021

Migrating from a Centralized Data Warehouse to a Decentralized Data Platform Architecture.

Antti Loukiala, Juha-Pekka Joutsenlahti, Mikko Raatikainen, Tommi Mikkonen, Timo Lehtonen

Proceedings of the Product-Focused Software Process Improvement, 2021

Challenges and Governance Solutions for Data Science Services based on Open Data and APIs.

Juha-Pekka Joutsenlahti, Timo Lehtonen, Mikko Raatikainen, Elina Kettunen, Tommi Mikkonen

Proceedings of the 1st IEEE/ACM Workshop on AI Engineering - Software Engineering for AI, 2021

State of the Practice in Application Programming Interfaces (APIs): A Case Study.

Mikko Raatikainen, Elina Kettunen, Ari Salonen, Marko Komssi, Tommi Mikkonen, Timo Lehtonen

Proceedings of the Software Architecture - 15th European Conference, 2021

2019

Software product lines and variability modeling: A tertiary study.

Mikko Raatikainen, Juha Tiihonen, Tomi Männistö

J. Syst. Softw., 2019

Action-Oriented Programming Model: Collective Executions and Interactions in the Fog.

Niko Mäkitalo, Timo Aaltonen, Mikko Raatikainen, Aleksandr Ometov, Sergey Andreev, Yevgeni Koucheryavy, Tommi Mikkonen

J. Syst. Softw., 2019

OpenReq Issue Link Map: A Tool to Visualize Issue Links in Jira.

Clara Marie Lüders, Mikko Raatikainen, Joaquim Motger, Walid Maalej

Proceedings of the 27th IEEE International Requirements Engineering Conference, 2019

Coping with Inconsistent Models of Requirements.

Juha Tiihonen, Mikko Raatikainen, Lalli Myllyaho, Clara Marie Lüders, Tomi Männistö

Proceedings of the 21st Configuration Workshop, Hamburg, Germany, September 19-20, 2019., 2019

2018

Development as a journey: factors supporting the adoption and use of software frameworks.

Varvana Myllärniemi, Sari Kujala, Mikko Raatikainen, Piia Sevón

J. Softw. Eng. Res. Dev., 2018

Using a feature model configurator for release planning.

Mikko Raatikainen, Juha Tiihonen, Tomi Männistö, Alexander Felfernig, Martin Stettinger, Ralph Samer

Proceedings of the Proceeedings of the 22nd International Systems and Software Product Line Conference, 2018

Towards Utility-Based Prioritization of Requirements in Open Source Environments.

Alexander Felfernig, Martin Stettinger, Müslüm Atas, Ralph Samer, Jennifer Nerlich, Simon Scholz, Juha Tiihonen, Mikko Raatikainen

Proceedings of the 26th IEEE International Requirements Engineering Conference, 2018

Reconciling Practice and Rigour in Ontology-Based Heterogeneous Information Systems Construction.

Carme Quer, Xavier Franch, Cristina Palomares, Andreas A. Falkner, Alexander Felfernig, Davide Fucci, Walid Maalej, Jennifer Nerlich, Mikko Raatikainen, Gottfried Schenner, Martin Stettinger, Juha Tiihonen

Proceedings of the Practice of Enterprise Modeling - 11th IFIP WG 8.1. Working Conference, PoEM 2018, Vienna, Austria, October 31, 2018

Needs and challenges for a platform to support large-scale requirements engineering: a multiple-case study.

Davide Fucci, Cristina Palomares, Xavier Franch, Dolors Costal, Mikko Raatikainen, Martin Stettinger, Zijad Kurtanovic, Tero Kojo, Lars Koenig, Andreas A. Falkner, Gottfried Schenner, Fabrizio Brasca, Tomi Männistö, Alexander Felfernig, Walid Maalej

Proceedings of the 12th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, 2018

Generating Configuration Models from Requirements to Assist in Product Management - Dependency Engine and its Performance Assessment.

Juha Tiihonen, Iivo Raitahila, Mikko Raatikainen, Alexander Felfernig, Tomi Männistö

Proceedings of the 20th Configuration Workshop, Graz, Austria, September 27-28, 2018., 2018

Configuring Release Plans.

Alexander Felfernig, Johannes Spöcklberger, Ralph Samer, Martin Stettinger, Müslüm Atas, Juha Tiihonen, Mikko Raatikainen

Proceedings of the 20th Configuration Workshop, Graz, Austria, September 27-28, 2018., 2018

2016

Performance variability in software product lines: proposing theories from a case study.

Varvana Myllärniemi, Juha Savolainen, Mikko Raatikainen, Tomi Männistö

Empir. Softw. Eng., 2016

Purposeful performance variability in software product lines: a comparison of two case studies.

Varvana Myllärniemi, Mikko Raatikainen, Juha Savolainen, Tomi Männistö

Proceedings of the 20th International Systems and Software Product Line Conference, 2016

Eight Paths of Innovations in a Lean Startup Manner: A Case Study.

Mikko Raatikainen, Marko Komssi, Harri Kiljander, Laura Hokkanen, Jukka Märijärvi, Omar Mohout

Proceedings of the Product-Focused Software Process Improvement, 2016

Carrying Ideas from Knowledge-Based Configuration to Software Product Lines.

Juha Tiihonen, Mikko Raatikainen, Varvana Myllärniemi, Tomi Männistö

Proceedings of the Software Reuse: Bridging with Social-Awareness, 2016

2015

What are Hackathons for?

Marko Komssi, Danielle Pichlis, Mikko Raatikainen, Klas Kindström, Janne Järvinen

IEEE Softw., 2015

Representing and Configuring Security Variability in Software Product Lines.

Varvana Myllärniemi, Mikko Raatikainen, Tomi Männistö

Proceedings of the 11th International ACM SIGSOFT Conference on Quality of Software Architectures, 2015

Empower a Team's Product Vision with LEGO® SERIOUS PLAY®.

Danielle Pichlis, Stefanie Hofemann, Mikko Raatikainen, Juho Sorvettula, Calle Stenholm

Proceedings of the Product-Focused Software Process Improvement, 2015

2014

Lessons Learned from Safety-Critical Software-Based Automation Architectures of Nuclear Power Plants.

Eero J. Uusitalo, Mikko Raatikainen, Mika Koskela, Varvana Myllärniemi, Tomi Männistö

Proceedings of the 2014 IEEE/IFIP Conference on Software Architecture, 2014

The Role of Platform Boundary Resources in Software Ecosystems: A Case Study.

Vittorio dal Bianco, Varvana Myllärniemi, Marko Komssi, Mikko Raatikainen

Proceedings of the 2014 IEEE/IFIP Conference on Software Architecture, 2014

Experiences from an industry-wide initiative for setting metadata for regulatory requirements in the nuclear domain.

Eero J. Uusitalo, Mikko Raatikainen, Mikko Ylikangas, Tomi Männistö

Proceedings of the IEEE 7th International Workshop on Requirements Engineering and Law, 2014

Architecture management and evaluation in mature products: experiences from a lightweight approach.

Mikko Raatikainen, Juha Savolainen, Tomi Männistö

Proceedings of the QoSA'14, Proceedings of the 10th International ACM SIGSOFT Conference on Quality of Software Architectures (part of CompArch 2014), Marcq-en-Baroeul, Lille, France, June 30, 2014

The Challenges of Joint Solution Planning: Three Software Ecosystem Cases.

Danielle Pichlis, Mikko Raatikainen, Piia Sevón, Stefanie Hofemann, Varvana Myllärniemi, Marko Komssi

Proceedings of the Product-Focused Software Process Improvement, 2014

Experiences in Applying Service Design to Digital Services.

Stefanie Hofemann, Mikko Raatikainen, Varvana Myllärniemi, Terho Norja

Proceedings of the Product-Focused Software Process Improvement, 2014

Meeting scheduling across heterogeneous calendars and organizations utilizing mobile devices and cloud services.

Varvana Myllärniemi, Olli Korjus, Mikko Raatikainen, Terho Norja, Tomi Männistö

Proceedings of the 13th International Conference on Mobile and Ubiquitous Multimedia, 2014

Using Answer Set Programming for Feature Model Representation and Configuration.

Varvana Myllärniemi, Juha Tiihonen, Mikko Raatikainen, Alexander Felfernig

Proceedings of the 16th International Configuration Workshop, 2014

2013

Industrial Experiences of Organizing a Hackathon to Assess a Device-centric Cloud Ecosystem.

Mikko Raatikainen, Marko Komssi, Vittorio dal Bianco, Klas Kindström, Janne Järvinen

Proceedings of the 37th Annual IEEE Computer Software and Applications Conference, 2013

An Action-Oriented Programming Model for Pervasive Computing in a Device Cloud.

Timo Aaltonen, Varvana Myllärniemi, Mikko Raatikainen, Niko Mäkitalo, Jari Pääkkö

Proceedings of the 20th Asia-Pacific Software Engineering Conference, 2013

2012

Mobile Content as a Service A Blueprint for a Vendor-Neutral Cloud of Mobile Devices.

Mikko Raatikainen, Tommi Mikkonen, Varvana Myllärniemi, Niko Mäkitalo, Tomi Männistö, Juha Savolainen

IEEE Softw., 2012

Configurator-as-a-service: tool support for deriving software architectures at runtime.

Varvana Myllärniemi, Mikko Ylikangas, Mikko Raatikainen, Jari Pääkkö, Tomi Männistö, Timo Aaltonen

Proceedings of the 2012 Joint Working IEEE/IFIP Conference on Software Architecture and European Conference on Software Architecture, 2012

A systematically conducted literature review: quality attribute variability in software product lines.

Varvana Myllärniemi, Mikko Raatikainen, Tomi Männistö

Proceedings of the 16th International Software Product Line Conference, 2012

Social devices: collaborative co-located interactions in a mobile cloud.

Niko Mäkitalo, Jari Pääkkö, Mikko Raatikainen, Varvana Myllärniemi, Timo Aaltonen, Tapani Leppänen, Tomi Männistö, Tommi Mikkonen

Proceedings of the 11th International Conference on Mobile and Ubiquitous Multimedia, 2012

Applying Recommendation Systems for Composing Dynamic Services for Mobile Devices.

Jari Pääkkö, Mikko Raatikainen, Varvana Myllärniemi, Tomi Männistö

Proceedings of the 19th Asia-Pacific Software Engineering Conference, 2012

2011

Structured natural language requirements in nuclear energy domain towards improving regulatory guidelines.

Eero J. Uusitalo, Mikko Raatikainen, Tomi Männistö, Teemu Tommila

Proceedings of the Fourth International Workshop on Requirements Engineering and Law, 2011

Challenges of requirements engineering - A case study in nuclear energy domain.

Mikko Raatikainen, Tomi Männistö, Teemu Tommila, Janne Valkonen

Proceedings of the RE 2011, 19th IEEE International Requirements Engineering Conference, Trento, Italy, August 29 2011, 2011

Eight Practical Considerations in Applying Feature Modeling for Product Lines.

Juha Savolainen, Mikko Raatikainen, Tomi Männistö

Proceedings of the Top Productivity through Software Reuse, 2011

Cloudifying User-Created Content for Existing Applications in Mobile Devices.

Subhamoy Ghosh, Juha Savolainen, Mikko Raatikainen, Tomi Männistö

Proceedings of the 35th Annual IEEE International Computer Software and Applications Conference, 2011

2008

Featback: Method for Enhancing Management of Agile Development.

Mikko Raatikainen, Varvana Myllärniemi, Tomi Männistö

Nord. J. Comput., 2008

Svamp - An Integrated Approach for Modeling Functional and Quality Variability.

Mikko Raatikainen, Eila Niemelä, Varvana Myllärniemi, Tomi Männistö

Proceedings of the Second International Workshop on Variability Modelling of Software-Intensive Systems, 2008

Integrating product family modeling with development management in agile methods.

Mikko Raatikainen, Kristian Rautiainen, Varvana Myllärniemi, Tomi Männistö

Proceedings of the 1st international workshop on Software development governance, 2008

Approach for Dynamically Composing Decentralised Service Architectures with Cross-Cutting Constraints.

Varvana Myllärniemi, Christian Prehofer, Mikko Raatikainen, Jilles van Gurp, Tomi Männistö

Proceedings of the Software Architecture, Second European Conference, 2008

2007

KumbangSec: An Approach for Modelling Functional and Security Variability in Software Architectures.

Varvana Myllärniemi, Mikko Raatikainen, Tomi Männistö

Proceedings of the First International Workshop on Variability Modelling of Software-Intensive Systems, 2007

Kumbang Tools.

Varvana Myllärniemi, Mikko Raatikainen, Tomi Männistö

Proceedings of the Software Product Lines, 11th International Conference, 2007

Service Composition Using Product Configuration Technology.

Mikko Raatikainen, Katrine Jokinen, Paavo Kotinurmi, Varvana Myllärniemi

Proceedings of ICEBE 2007, 2007

Using a Configurator for Predictable Component Composition.

Varvana Myllärniemi, Mikko Raatikainen, Tomi Männistö

Proceedings of the 33rd EUROMICRO Conference on Software Engineering and Advanced Applications (EUROMICRO-SEAA 2007), 2007

2006

Inter-organisational Approach in Rapid Software Product Family Development - A Case Study.

Varvana Myllärniemi, Mikko Raatikainen, Tomi Männistö

Proceedings of the Reuse of Off-the-Shelf Components, 2006

2005

Characterizing configurable software product families and their derivation.

Mikko Raatikainen, Timo Soininen, Tomi Männistö, Antti Mattila

Softw. Process. Improv. Pract., 2005

2003

A Case Study of Two Configurable Software Product Families.

Mikko Raatikainen, Timo Soininen, Tomi Männistö, Antti Mattila

Proceedings of the Software Product-Family Engineering, 5th International Workshop, 2003