Data from fitting Gaussian process models to various data sets using eight Gaussian process software packages
Erickson, Collin B.
Ankenman, Bruce E.
Sanchez, Susan M.
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This data article provides the summary data from tests comparing various Gaussian process software packages. Each spreadsheet represents a single function or type of function using a particular input sample size. In each spreadsheet, a row gives the results for a particular replication using a single package. Within each spreadsheet there are the results from eight Gaussian process model-fitting packages on five replicates of the surface. There is also one spreadsheet comparing the results from two packages performing stochastic kriging. These data enable comparisons between the packages to determine which package will give users the best results.
The article of record as published may be found at http://dx.doi.org/10.1016/j.dib.2017.12.012
RightsThis publication is a work of the U.S. Government as defined in Title 17, United States Code, Section 101. Copyright protection is not available for this work in the United States.
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Erickson, Collin B.; Ankenman, Bruce E.; Sanchez, Susan M. (Elsevier, 2017-10);Gaussian process fitting, or kriging, is often used to create a model from a set of data. Many available soft- ware packages do this, but we show that very different results can be obtained from different packages even ...
Erickson, Collin; Sanchez, Susan M.; Ankenman, Bruce E. (IEEE, 2016);Gaussian process fitting, or kriging, is often used to create a model from a set of data. Many available software packages do this, but we show that very different results can be obtained from different packages even ...
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