Cargando…
Semantic concept schema of the linear mixed model of experimental observations
In the information age, smart data modelling and data management can be carried out to address the wealth of data produced in scientific experiments. In this paper, we propose a semantic model for the statistical analysis of datasets by linear mixed models. We tie together disparate statistical conc...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7046786/ https://www.ncbi.nlm.nih.gov/pubmed/32109232 http://dx.doi.org/10.1038/s41597-020-0409-7 |
_version_ | 1783502023188021248 |
---|---|
author | Ćwiek-Kupczyńska, Hanna Filipiak, Katarzyna Markiewicz, Augustyn Rocca-Serra, Philippe Gonzalez-Beltran, Alejandra N. Sansone, Susanna-Assunta Millet, Emilie J. van Eeuwijk, Fred Ławrynowicz, Agnieszka Krajewski, Paweł |
author_facet | Ćwiek-Kupczyńska, Hanna Filipiak, Katarzyna Markiewicz, Augustyn Rocca-Serra, Philippe Gonzalez-Beltran, Alejandra N. Sansone, Susanna-Assunta Millet, Emilie J. van Eeuwijk, Fred Ławrynowicz, Agnieszka Krajewski, Paweł |
author_sort | Ćwiek-Kupczyńska, Hanna |
collection | PubMed |
description | In the information age, smart data modelling and data management can be carried out to address the wealth of data produced in scientific experiments. In this paper, we propose a semantic model for the statistical analysis of datasets by linear mixed models. We tie together disparate statistical concepts in an interdisciplinary context through the application of ontologies, in particular the Statistics Ontology (STATO), to produce FAIR data summaries. We hope to improve the general understanding of statistical modelling and thus contribute to a better description of the statistical conclusions from data analysis, allowing their efficient exploration and automated processing. |
format | Online Article Text |
id | pubmed-7046786 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-70467862020-03-05 Semantic concept schema of the linear mixed model of experimental observations Ćwiek-Kupczyńska, Hanna Filipiak, Katarzyna Markiewicz, Augustyn Rocca-Serra, Philippe Gonzalez-Beltran, Alejandra N. Sansone, Susanna-Assunta Millet, Emilie J. van Eeuwijk, Fred Ławrynowicz, Agnieszka Krajewski, Paweł Sci Data Article In the information age, smart data modelling and data management can be carried out to address the wealth of data produced in scientific experiments. In this paper, we propose a semantic model for the statistical analysis of datasets by linear mixed models. We tie together disparate statistical concepts in an interdisciplinary context through the application of ontologies, in particular the Statistics Ontology (STATO), to produce FAIR data summaries. We hope to improve the general understanding of statistical modelling and thus contribute to a better description of the statistical conclusions from data analysis, allowing their efficient exploration and automated processing. Nature Publishing Group UK 2020-02-27 /pmc/articles/PMC7046786/ /pubmed/32109232 http://dx.doi.org/10.1038/s41597-020-0409-7 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Ćwiek-Kupczyńska, Hanna Filipiak, Katarzyna Markiewicz, Augustyn Rocca-Serra, Philippe Gonzalez-Beltran, Alejandra N. Sansone, Susanna-Assunta Millet, Emilie J. van Eeuwijk, Fred Ławrynowicz, Agnieszka Krajewski, Paweł Semantic concept schema of the linear mixed model of experimental observations |
title | Semantic concept schema of the linear mixed model of experimental observations |
title_full | Semantic concept schema of the linear mixed model of experimental observations |
title_fullStr | Semantic concept schema of the linear mixed model of experimental observations |
title_full_unstemmed | Semantic concept schema of the linear mixed model of experimental observations |
title_short | Semantic concept schema of the linear mixed model of experimental observations |
title_sort | semantic concept schema of the linear mixed model of experimental observations |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7046786/ https://www.ncbi.nlm.nih.gov/pubmed/32109232 http://dx.doi.org/10.1038/s41597-020-0409-7 |
work_keys_str_mv | AT cwiekkupczynskahanna semanticconceptschemaofthelinearmixedmodelofexperimentalobservations AT filipiakkatarzyna semanticconceptschemaofthelinearmixedmodelofexperimentalobservations AT markiewiczaugustyn semanticconceptschemaofthelinearmixedmodelofexperimentalobservations AT roccaserraphilippe semanticconceptschemaofthelinearmixedmodelofexperimentalobservations AT gonzalezbeltranalejandran semanticconceptschemaofthelinearmixedmodelofexperimentalobservations AT sansonesusannaassunta semanticconceptschemaofthelinearmixedmodelofexperimentalobservations AT milletemiliej semanticconceptschemaofthelinearmixedmodelofexperimentalobservations AT vaneeuwijkfred semanticconceptschemaofthelinearmixedmodelofexperimentalobservations AT ławrynowiczagnieszka semanticconceptschemaofthelinearmixedmodelofexperimentalobservations AT krajewskipaweł semanticconceptschemaofthelinearmixedmodelofexperimentalobservations |