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Data from fitting Gaussian process models to various data sets using eight Gaussian process software packages

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 singl...

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Detalles Bibliográficos
Autores principales: Erickson, Collin B., Ankenman, Bruce E., Sanchez, Susan M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5995745/
https://www.ncbi.nlm.nih.gov/pubmed/29896536
http://dx.doi.org/10.1016/j.dib.2017.12.012
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author Erickson, Collin B.
Ankenman, Bruce E.
Sanchez, Susan M.
author_facet Erickson, Collin B.
Ankenman, Bruce E.
Sanchez, Susan M.
author_sort Erickson, Collin B.
collection PubMed
description 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.
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spelling pubmed-59957452018-06-12 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. Data Brief Social Sciences 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. Elsevier 2017-12-12 /pmc/articles/PMC5995745/ /pubmed/29896536 http://dx.doi.org/10.1016/j.dib.2017.12.012 Text en http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Social Sciences
Erickson, Collin B.
Ankenman, Bruce E.
Sanchez, Susan M.
Data from fitting Gaussian process models to various data sets using eight Gaussian process software packages
title Data from fitting Gaussian process models to various data sets using eight Gaussian process software packages
title_full Data from fitting Gaussian process models to various data sets using eight Gaussian process software packages
title_fullStr Data from fitting Gaussian process models to various data sets using eight Gaussian process software packages
title_full_unstemmed Data from fitting Gaussian process models to various data sets using eight Gaussian process software packages
title_short Data from fitting Gaussian process models to various data sets using eight Gaussian process software packages
title_sort data from fitting gaussian process models to various data sets using eight gaussian process software packages
topic Social Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5995745/
https://www.ncbi.nlm.nih.gov/pubmed/29896536
http://dx.doi.org/10.1016/j.dib.2017.12.012
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