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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2017
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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. |
format | Online Article Text |
id | pubmed-5995745 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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