Systematic literature review of validation methods for AI systems L Myllyaho, M Raatikainen, T Männistö, T Mikkonen, JK Nurminen Journal of Systems and Software 181, 111050, 2021 | 74 | 2021 |
MLOps challenges in multi-organization setup: Experiences from two real-world cases T Granlund, A Kopponen, V Stirbu, L Myllyaho, T Mikkonen 2021 IEEE/ACM 1st Workshop on AI Engineering-Software Engineering for AI …, 2021 | 67 | 2021 |
On misbehaviour and fault tolerance in machine learning systems L Myllyaho, M Raatikainen, T Männistö, JK Nurminen, T Mikkonen Journal of Systems and Software 183, 111096, 2022 | 28 | 2022 |
Improved management of issue dependencies in issue trackers of large collaborative projects M Raatikainen, Q Motger, CM Lüders, X Franch, L Myllyaho, E Kettunen, ... IEEE Transactions on Software Engineering 49 (4), 2128-2148, 2022 | 11 | 2022 |
Node co-activations as a means of error detection—Towards fault-tolerant neural networks L Myllyaho, JK Nurminen, T Mikkonen Array 15, 100201, 2022 | 8 | 2022 |
Systematic Literature Review on Cost-Efficient Deep Learning A Klemetti, M Raatikainen, L Myllyaho, T Mikkonen, JK Nurminen IEEE Access 11, 90158-90180, 2023 | 5 | 2023 |
Coping with inconsistent models of requirements J Tiihonen, M Raatikainen, L Myllyaho, CM Lüders, T Männistö Configuration Workshop, 1-8, 2019 | 4 | 2019 |
Anomaly Localization in Audio via Feature Pyramid Matching J Valjakka, J Mylläri, L Myllyaho, J Kivimäki, JK Nurminen 2023 IEEE 47th Annual Computers, Software, and Applications Conference …, 2023 | 2 | 2023 |
Removing Neurons From Deep Neural Networks Trained With Tabular Data A Klemetti, M Raatikainen, J Kivimäki, L Myllyaho, JK Nurminen IEEE Open Journal of the Computer Society, 2024 | | 2024 |
Learning the Structure of Commands by Retraining a Language Model Z Hussain, L Myllyaho, JK Nurminen Proceedings of the 2024 9th International Conference on Machine Learning …, 2024 | | 2024 |
Check for updates R Alho, M Raatikainen, L Myllyaho Reuse and Software Quality: 21st International Conference on Software and …, 2024 | | 2024 |
On Modularity of Neural Networks: Systematic Review and Open Challenges R Alho, M Raatikainen, L Myllyaho, JK Nurminen International Conference on Software and Software Reuse, 18-36, 2024 | | 2024 |
On Quality Assurance of Intelligent Systems L Myllyaho Helsingin yliopisto, 2023 | | 2023 |
Systematic Mapping Study on Use of Pre-Trained Open Machine Learning Models R Alho, M Raatikainen, JK Nurminen, L Myllyaho, LE Lwakatare The Annual Symposium of Computer Science, 2023 | | 2023 |
Systematic Literature Review on Cost-efficient Deep Learning (Poster) A Klemetti, M Raatikainen, L Myllyaho, T Mikkonen, JK Nurminen | | 2023 |
Node co-activations as a means of error detection—Towards fault-tolerant neural networks (presentation) L Myllyaho, JK Nurminen, T Mikkonen AI Day 2022, 2022 | | 2022 |
From Misbehaviour and Fault Tolerance in ML system towards dependable and self-improving MLOps Y Luo, M Raatikainen, L Myllyaho, JK Nurminen AI Day 2022, 2022 | | 2022 |
The Journal of Systems & Software L Myllyaho, M Raatikainen, T Männistö, T Mikkonen, JK Nurminen | | 2021 |
Improved dependency management for issue trackers in large collaborative projects M Raatikainen, Q Motger, CM Lüders, X Franch, L Myllyaho, E Kettunen, ... CoRR, 2021 | | 2021 |
Methodologies for the validation of AI systems LS Myllyaho, M Raatikainen, T Männistö, T Mikkonen, JK Nurminen FCAI AI Day, 2020 | | 2020 |