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Hettegger D., Buliga C., Bismut E., Straub D., Knoll A.
Investigation of Inspection and Maintenance Optimization with Deep Reinforcement Learning in Absence of Belief States
Proc. 14th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP14, Dublin, Ireland.
2023

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Koutas, Daniel;Hettegger, Daniel;Papakonstantinou, Kostas G.;Straub, Daniel
Convex Is Back: Solving Belief MDPs With Convexity-Informed Deep Reinforcement Learning
arXiv preprint
2025

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Jiang S., Liu X., Papaioannou I.
Bayesian updating of slope reliability under rainfall infiltration with field observations
Proc. 8th International Symposium on Geotechnical Safety and Risk, Newcastle, Australia
2022

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Zeng G., Papaioannou I., Cao Z.-J.
Bayesian Gaussian mixture model learning with subset simulation
Proc. 8th International Symposium on Geotechnical Safety and Risk, Newcastle, Australia
2022

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Papaioannou I., Geyer S., Straub D.
Bayesian hierarchical spatial modeling of soil properties
Proc. 8th International Symposium on Geotechnical Safety and Risk, Newcastle, Australia
2022

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Wagner P.-R., Papaioannou I., Marelli S., Straub D., Sudret B.
Estimating failure probabilities using an adaptive variant of stochastic spectral embedding
Proceedings of ICOSSAR 2021-2022, 13th International Conference on Structural Safety & Reliability, Tongji University, Shanghai, China.
2022

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Jiang S., Papaioannou I., Liu X., Huang J.
Bayesian analysis of slope parameters involving multiple observations using an improved BUS approach
Proceedings of ICOSSAR 2021-2022, 13th International Conference on Structural Safety & Reliability, Tongji University, Shanghai, China.
2022

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Chan J.P., Papaioannou I., Straub D.
Improved cross entropy-based importance sampling for network reliability assessment
Proceedings of ICOSSAR 2021-2022, 13th International Conference on Structural Safety & Reliability, Tongji University, Shanghai, China.
2022

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Papaioannou I., Straub D.
Reliability sensitivity analysis with FORM
Proceedings of ICOSSAR 2021-2022, 13th International Conference on Structural Safety & Reliability, Tongji University, Shanghai, China.
2022

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Kanjilal O., Papaioannou I., Straub D.
Structural reliability updating by cross entropy-based importance sampling
Proceedings of ICOSSAR 2021-2022, 13th International Conference on Structural Safety & Reliability, Tongji University, Shanghai, China.
2022