326 citations · 1k across the 19 of their papers we have counts for
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stat.CO2017★ 11 cited
A preconditioning approach for improved estimation of sparse polynomial chaos expansions
Negin Alemazkoor, Hadi Meidani
Compressive sampling has been widely used for sparse polynomial chaos (PC) approximation of stochastic functions. The recovery accuracy of compressive sampling highly depends on th…
cs.CE2017★ 142 cited
Deep Learning for Accelerated Reliability Analysis of Infrastructure Networks
Mohammad Amin Nabian, Hadi Meidani
Natural disasters can have catastrophic impacts on the functionality of infrastructure systems and cause severe physical and socio-economic losses. Given budget constraints, it is…
stat.CO2017★ 19 cited
A Near-Optimal Sampling Strategy for Sparse Recovery of Polynomial Chaos Expansions
Negin Alemazkoor, Hadi Meidani
Compressive sampling has become a widely used approach to construct polynomial chaos surrogates when the number of available simulation samples is limited. Originally, these expens…