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20242026
most citedGradient-free Importance Sampling Scheme for Efficient Reliability Estimation

1 citations · 1 across the 5 of their papers we have counts for

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5 papers

math.NA2026

Quadratic Point Estimate Method for Uncertainty Quantification with Dependent Non-Gaussian Inputs

Minhyeok Ko, Konstantinos G. Papakonstantinou

As an extension of the Point Estimate Method (PEM) to evaluate probabilistic moments of quantities of interest (QoI) in general -dimensional spaces, the Quadratic Point Estimate…

eess.SY2026

Probabilistic Hazard Analysis Framework with Stochastic Optimal Control for Deteriorating Civil Infrastructure Systems

Sudhir P. Jodha, Konstantinos G. Papakonstantinou

The safety and resilience of civil infrastructure systems are increasingly threatened by compounded risks from various hazard events and structural deterioration due to environment…

stat.ME2025★ 1 cited

Gradient-free Importance Sampling Scheme for Efficient Reliability Estimation

Elsayed Eshra, Konstantinos G. Papakonstantinou

This work presents a novel gradient-free importance sampling-based framework for precisely and efficiently estimating rare event probabilities, often encountered in reliability ana…

stat.ME2024

A Direct Importance Sampling-based Framework for Rare Event Uncertainty Quantification in Non-Gaussian Spaces

Elsayed Eshra, Konstantinos G. Papakonstantinou, Hamed Nikbakht

This work introduces a novel framework for precisely and efficiently estimating rare event probabilities in complex, high-dimensional non-Gaussian spaces, building on our foundatio…

math.NA2024

Quadratic Point Estimate Method for Probabilistic Moments Computation

Minhyeok Ko, Konstantinos G. Papakonstantinou

This paper presents in detail the originally developed Quadratic Point Estimate Method (QPEM), aimed at efficiently and accurately computing the first four output moments of probab…