Polynomial Chaos Expansion
Index
Types
UncertaintyQuantification.WeightedApproximateFetekePoints Type
julia
WeightedApproximateFetekePoints(sim::AbstractMonteCarlo; fadd=10, fmult=2)
Struct for performing weighted approximate Feteke points (wafp) subsampling of a Monte-Carlo sampler for use in generating a PolynomialChaosExpansion
. Given a PolynomialChaosBasis
of dimension N
, and a Monte-Carlo sampler with M
samples, generates a subsample of size max(N,min(N+fadd,N+fmult,M))
biased towards maximizing the determinant of the Gramian typically requiring less than M
model evaluations. Follows procedure described in [39].