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Dakota Reference Manual
Version 6.15
Explore and Predict with Confidence
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Enable greedy selection of well-spaced build points
This keyword is related to the topics:
Alias: none
Argument(s): none
Default: no point selection
The Dakota Gaussian Process model has a point_selection
option (default off) that uses a greedy algorithm to select a well-spaced subset of points prior to the construction of the GP. In this case, the GP will only interpolate the selected subset. Typically, one should not need point selection in trust-region methods because a small number of points are used to develop a surrogate within each trust region. Point selection is most beneficial when constructing with a large number of points, typically more than order one hundred, though this depends on the number of variables and spacing of the sample points.