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Colin Paterson
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Assuring the machine learning lifecycle: Desiderata, methods, and challenges
R Ashmore, R Calinescu, C Paterson
ACM Computing Surveys (CSUR) 54 (5), 1-39, 2021
2542021
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
822021
A pattern for arguing the assurance of machine learning in medical diagnosis systems
C Picardi, R Hawkins, C Paterson, I Habli
Computer Safety, Reliability, and Security: 38th International Conference …, 2019
442019
Assuring the safety of machine learning for pedestrian detection at crossings
L Gauerhof, R Hawkins, C Picardi, C Paterson, Y Hagiwara, I Habli
Computer Safety, Reliability, and Security: 39th International Conference …, 2020
422020
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
372016
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
332019
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
272020
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
262021
Efficient parametric model checking using domain knowledge
R Calinescu, C Paterson, K Johnson
IEEE Transactions on Software Engineering 47 (6), 1114-1133, 2019
232019
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
222017
Observation-enhanced QoS analysis of component-based systems
C Paterson, R Calinescu
IEEE Transactions on Software Engineering 46 (5), 526-548, 2018
192018
Using runtime quantitative verification to provide assurance evidence for self-adaptive software: advances, applications and research challenges
R Calinescu, S Gerasimou, K Johnson, C Paterson
Software Engineering for Self-Adaptive Systems III. Assurances …, 2017
182017
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
152022
Deepcert: Verification of contextually relevant robustness for neural network image classifiers
C Paterson, H Wu, J Grese, R Calinescu, CS Păsăreanu, C Barrett
Computer Safety, Reliability, and Security: 40th International Conference …, 2021
142021
Reinforcement learning with quantitative verification for assured multi-agent policies
J Riley, R Calinescu, C Paterson, D Kudenko, A Banks
13th International Conference on Agents and Artificial Intelligence, 2021
142021
From pluralistic normative principles to autonomous-agent rules
B Townsend, C Paterson, TT Arvind, G Nemirovsky, R Calinescu, ...
Minds and Machines 32 (4), 683-715, 2022
132022
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
122017
Assuring the machine learning lifecycle: Desiderata, methods, and challenges. arXiv 2019
R Ashmore, R Calinescu, C Paterson
arXiv preprint arXiv:1905.04223, 1905
121905
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
102019
Detection and mitigation of rare subclasses in deep neural network classifiers
C Paterson, R Calinescu, C Picardi
2021 IEEE International Conference on Artificial Intelligence Testing …, 2021
92021
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