Assuring the machine learning lifecycle: Desiderata, methods, and challenges R Ashmore, R Calinescu, C Paterson ACM Computing Surveys (CSUR) 54 (5), 1-39, 2021 | 97 | 2021 |
A pattern for arguing the assurance of machine learning in medical diagnosis systems C Picardi, R Hawkins, C Paterson, I Habli International Conference on Computer Safety, Reliability, and Security, 165-179, 2019 | 32 | 2019 |
FACT: A Probabilistic Model Checker for Formal Verification with Confidence Intervals. R Calinescu, K Johnson, C Paterson International Conference on Tools and Algorithms for the Construction and …, 2016 | 23 | 2016 |
Assuring the safety of machine learning for pedestrian detection at crossings L Gauerhof, R Hawkins, C Picardi, C Paterson, Y Hagiwara, I Habli International Conference on Computer Safety, Reliability, and Security, 197-212, 2020 | 20 | 2020 |
Assurance argument patterns and processes for machine learning in safety-related systems C Picardi, C Paterson, RD Hawkins, R Calinescu, I Habli Proceedings of the Workshop on Artificial Intelligence Safety (SafeAI 2020 …, 2020 | 17 | 2020 |
Socio-cyber-physical systems: Models, opportunities, open challenges R Calinescu, J Cámara, C Paterson 2019 IEEE/ACM 5th International Workshop on Software Engineering for Smart …, 2019 | 16 | 2019 |
Self-adaptive role-based access control for business processes CE da Silva, JDS da Silva, C Paterson, R Calinescu 2017 IEEE/ACM 12th International Symposium on Software Engineering for …, 2017 | 16 | 2017 |
Guidance on the assurance of machine learning in autonomous systems (AMLAS) R Hawkins, C Paterson, C Picardi, Y Jia, R Calinescu, I Habli arXiv preprint arXiv:2102.01564, 2021 | 14 | 2021 |
Efficient parametric model checking using domain knowledge R Calinescu, C Paterson, K Johnson IEEE Transactions on Software Engineering 47 (6), 1114-1133, 2019 | 13 | 2019 |
Observation-enhanced QoS analysis of component-based systems C Paterson, R Calinescu IEEE Transactions on Software Engineering 46 (5), 526-548, 2018 | 13 | 2018 |
Using runtime quantitative verification to provide assurance evidence for self-adaptive software R Calinescu, S Gerasimou, K Johnson, C Paterson Software Engineering for Self-Adaptive Systems III. Assurances, 223-248, 2017 | 11 | 2017 |
Assuring the machine learning lifecycle: Desiderata, methods, and challenges. arXiv 2019 R Ashmore, R Calinescu, C Paterson arXiv preprint arXiv:1905.04223, 1905 | 10 | 1905 |
Accurate analysis of quality properties of software with observation-based Markov chain refinement C Paterson, R Calinescu 2017 IEEE International Conference on Software Architecture (ICSA), 121-130, 2017 | 9 | 2017 |
Efficient parametric model checking using domain-specific modelling patterns R Calinescu, K Johnson, C Paterson 2018 IEEE/ACM 40th International Conference on Software Engineering: New …, 2018 | 7 | 2018 |
Detection and Mitigation of Rare Subclasses in Deep Neural Network Classifiers C Paterson, R Calinescu, C Picardi arXiv preprint arXiv:1911.12780, 2019 | 5 | 2019 |
Using unstructured data to improve the continuous planning of critical processes involving humans C Paterson, R Calinescu, S Manandhar, D Wang 2019 IEEE/ACM 14th International Symposium on Software Engineering for …, 2019 | 5 | 2019 |
A fixed parameter optimal controller design for an active suspension system—A sensitivity analysis RA Paterson, CA and Burnham, KJ and James, DJG and Williams Mechatronics 4 (3), 317-329, 1994 | 5 | 1994 |
Assuring the machine learning lifecycle: desiderata, methods, and challenges (2019) R Ashmore, R Calinescu, C Paterson arXiv preprint arXiv:1905.04223, 1905 | 5 | 1905 |
Verified synthesis of optimal safety controllers for human-robot collaboration M Gleirscher, R Calinescu, J Douthwaite, B Lesage, C Paterson, J Aitken, ... Science of Computer Programming 218, 102809, 2022 | 4 | 2022 |
Towards Better Adaptive Systems by Combining MAPE, Control Theory, and Machine Learning D Weyns, B Schmerl, M Kishida, A Leva, M Litoiu, N Ozay, C Paterson, ... 2021 International Symposium on Software Engineering for Adaptive and Self …, 2021 | 3 | 2021 |