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Data · dataset · 2015

Bridge Designs for Modeling Systems With Low Noise

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For deterministic computer simulations, Gaussian process models are a standard procedure for fitting data.

Description

These models can be used only when the study design avoids having replicated points. This characteristic is also desirable for one-dimensional projections of the design, since it may happen that one of the design factors has a strongly nonlinear effect on the response.

Latin hypercube designs have uniform one-dimensional projections, but are not efficient for fitting low-order polynomials when there is a small error variance. D -optimal designs are very efficient for polynomial fitting but have substantial replication in projections. We propose a new class of designs that bridge the gap between D -optimal designs and D -optimal Latin hypercube designs.

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These designs guarantee a minimum distance between points in any one-dimensional projection allowing for the fit of either polynomial or Gaussian process models. Subject to this constraint they are D -optimal for a prespecified model.

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Provenance · 2 source records, 18 field assertions
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DataCite10.6084/m9.figshare.148126815 d agoJSON v1
DataCite10.6084/m9.figshare.1481268.v115 d agoJSON v1
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