pystra.active_learning.pc_kriging#

Use it: User guide · Worked example · Theory

Sequential PC-Kriging with a selected Hermite trend and universal variance.

Schöbi, Sudret & Wiart (2015), doi:10.1615/Int.J.UncertaintyQuantification.2015012467. See also Schöbi, Sudret & Marelli, doi:10.1061/AJRUA6.0000870. UQLab supplied the sparse-PCE basis and a comparison for universal prediction; see THIRD_PARTY_NOTICES and docs/active-learning-provenance.md.

Classes

PCKrigingFitResult

Snapshot conditional on the selected trend and fitted kernel.

PCKrigingSurrogate

Sequential sparse PC-Kriging in independent normal coordinates.