Multilevel Estimation of Rare Events. - Elisabeth Ullmann; Iason Papaioannou (SIAM/ASA J. Uncertain. Quantification, 2015)

Bayesian analysis of rare events. - Daniel Straub; Iason Papaioannou; Wolfgang Betz (J. Comput. Phys., 2016)

Multilevel Sequential2 Monte Carlo for Bayesian inverse problems. - Jonas Latz; Iason Papaioannou; Elisabeth Ullmann (J. Comput. Phys., 2018)

PLS-based adaptation for efficient PCE representation in high dimensions. - Iason Papaioannou; Max Ehre; Daniel Straub (J. Comput. Phys., 2019)

Improved cross entropy-based importance sampling with a flexible mixture model. - Iason Papaioannou; Sebastian Geyer; Daniel Straub (Reliab. Eng. Syst. Saf., 2019)

Sparse Polynomial Chaos expansions using variational relevance vector machines. - Panagiotis Tsilifis; Iason Papaioannou; Daniel Straub; Fabio Nobile (J. Comput. Phys., 2020)

A framework for global reliability sensitivity analysis in the presence of multi-uncertainty. - Max Ehre; Iason Papaioannou; Daniel Straub (Reliab. Eng. Syst. Saf., 2020)

Global sensitivity analysis in high dimensions with PLS-PCE. - Max Ehre; Iason Papaioannou; Daniel Straub (Reliab. Eng. Syst. Saf., 2020)

Multilevel Sequential Importance Sampling for Rare Event Estimation. - Fabian Wagner; Jonas Latz; Iason Papaioannou; Elisabeth Ullmann (SIAM J. Sci. Comput., 2020)

Uncertainty quantification of microstructure variability and mechanical behaviour of additively manufactured lattice structures. - Nina Korshunova; Iason Papaioannou; Stefan Kollmannsberger; Daniel Straub; Ernst Rank (CoRR, 2021)

Rare event estimation using stochastic spectral embedding. - P.-R. Wagner; Stefano Marelli; Iason Papaioannou; Daniel Straub; Bruno Sudret (CoRR, 2021)

Cross-Entropy-Based Importance Sampling with Failure-Informed Dimension Reduction for Rare Event Simulation. - Felipe Uribe; Iason Papaioannou; Youssef M. Marzouk; Daniel Straub (SIAM/ASA J. Uncertain. Quantification, 2021)

Variance-based reliability sensitivity analysis and the FORM α-factors. - Iason Papaioannou; Daniel Straub (Reliab. Eng. Syst. Saf., 2021)

Error Analysis for Probabilities of Rare Events with Approximate Models. - Fabian Wagner; Jonas Latz; Iason Papaioannou; Elisabeth Ullmann (SIAM J. Numer. Anal., 2021)

Sparse Bayesian Learning for Complex-Valued Rational Approximations. - Felix Schneider; Iason Papaioannou; Gerhard Müller (CoRR, 2022)

The Ensemble Kalman Filter for Rare Event Estimation. - Fabian Wagner; Iason Papaioannou; Elisabeth Ullmann (SIAM/ASA J. Uncertain. Quantification, 2022)

Bayesian post-processing of Monte Carlo simulation in reliability analysis. - Wolfgang Betz; Iason Papaioannou; Daniel Straub (Reliab. Eng. Syst. Saf., 2022)

An adaptive subset simulation algorithm for system reliability analysis with discontinuous limit states. - Jianpeng Chan; Iason Papaioannou; Daniel Straub (Reliab. Eng. Syst. Saf., 2022)

Decision-theoretic reliability sensitivity. - Daniel Straub; Max Ehre; Iason Papaioannou (Reliab. Eng. Syst. Saf., 2022)

Sequential Active Learning of Low-Dimensional Model Representations for Reliability Analysis. - Max Ehre; Iason Papaioannou; Bruno Sudret; Daniel Straub (SIAM J. Sci. Comput., 2022)

Bayesian updating and marginal likelihood estimation by cross entropy based importance sampling. - Michael Engel; Oindrila Kanjilal; Iason Papaioannou; Daniel Straub (J. Comput. Phys., 2023)

Certified Dimension Reduction for Bayesian Updating with the Cross-Entropy Method. - Max Ehre; Rafael Flock; Martin Fußeder; Iason Papaioannou; Daniel Straub (SIAM/ASA J. Uncertain. Quantification, 2023)

Maximum a Posteriori Estimation for Linear Structural Dynamics Models Using Bayesian Optimization with Rational Polynomial Chaos Expansions. - Felix Schneider; Iason Papaioannou; Bruno Sudret; Gerhard Müller (CoRR, 2024)

Bayesian improved cross entropy method with categorical mixture models for network reliability assessment. - Jianpeng Chan; Iason Papaioannou; Daniel Straub (Reliab. Eng. Syst. Saf., 2024)

Consensus-Based Rare Event Estimation. - Konstantin Althaus; Iason Papaioannou; Elisabeth Ullmann (SIAM J. Sci. Comput., 2024)

FORM-based global reliability sensitivity analysis of systems with multiple failure modes. - Iason Papaioannou; Daniel Straub (Reliab. Eng. Syst. Saf., 2025)