Maximum projection designs for computer experiments

347 citations recorded by the source corpus.

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

Minimax and maximin space-filling designs: some properties and methods for construction (2017, positive): “Inspired from results in (Joseph et al., 2015), we can also make a connection between MES and the maximisation of (an estimator of) the entropy of the distribution of design points.”
Support points (2016, background): “Moreover, by minimizing the distance-based energy distance, support points also have an inherent link to the distance-based designs used in computer experiments [60, 31, 42], and exploring this connection may reveal interesting insights between the two fields, and open up new approaches for uncertai”
Least squares polynomial chaos expansion: A review of sampling strategies (2017, background): “…between pairs of designs points is maximized, maximum entropy designs [108], which takes the entropy as a measure of the uniformity of the samples, Gaussian process integrated mean squared-error (IMSE) designs minimizing the variance of prediction [54, 98], and maximum projection designs [63].”