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Linguistic measures of chemical diversity and the “keywords” of molecular collections

Computerized linguistic analyses have proven of immense value in comparing and searching through large text collections (“corpora”), including those deposited on the Internet – indeed, it would nowadays be hard to imagine browsing the Web without, for instance, search algorithms extracting most appr...

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Autores principales: Woźniak, Michał, Wołos, Agnieszka, Modrzyk, Urszula, Górski, Rafał L., Winkowski, Jan, Bajczyk, Michał, Szymkuć, Sara, Grzybowski, Bartosz A., Eder, Maciej
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5953938/
https://www.ncbi.nlm.nih.gov/pubmed/29765058
http://dx.doi.org/10.1038/s41598-018-25440-6
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author Woźniak, Michał
Wołos, Agnieszka
Modrzyk, Urszula
Górski, Rafał L.
Winkowski, Jan
Bajczyk, Michał
Szymkuć, Sara
Grzybowski, Bartosz A.
Eder, Maciej
author_facet Woźniak, Michał
Wołos, Agnieszka
Modrzyk, Urszula
Górski, Rafał L.
Winkowski, Jan
Bajczyk, Michał
Szymkuć, Sara
Grzybowski, Bartosz A.
Eder, Maciej
author_sort Woźniak, Michał
collection PubMed
description Computerized linguistic analyses have proven of immense value in comparing and searching through large text collections (“corpora”), including those deposited on the Internet – indeed, it would nowadays be hard to imagine browsing the Web without, for instance, search algorithms extracting most appropriate keywords from documents. This paper describes how such corpus-linguistic concepts can be extended to chemistry based on characteristic “chemical words” that span more than traditional functional groups and, instead, look at common structural fragments molecules share. Using these words, it is possible to quantify the diversity of chemical collections/databases in new ways and to define molecular “keywords” by which such collections are best characterized and annotated.
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spelling pubmed-59539382018-05-21 Linguistic measures of chemical diversity and the “keywords” of molecular collections Woźniak, Michał Wołos, Agnieszka Modrzyk, Urszula Górski, Rafał L. Winkowski, Jan Bajczyk, Michał Szymkuć, Sara Grzybowski, Bartosz A. Eder, Maciej Sci Rep Article Computerized linguistic analyses have proven of immense value in comparing and searching through large text collections (“corpora”), including those deposited on the Internet – indeed, it would nowadays be hard to imagine browsing the Web without, for instance, search algorithms extracting most appropriate keywords from documents. This paper describes how such corpus-linguistic concepts can be extended to chemistry based on characteristic “chemical words” that span more than traditional functional groups and, instead, look at common structural fragments molecules share. Using these words, it is possible to quantify the diversity of chemical collections/databases in new ways and to define molecular “keywords” by which such collections are best characterized and annotated. Nature Publishing Group UK 2018-05-15 /pmc/articles/PMC5953938/ /pubmed/29765058 http://dx.doi.org/10.1038/s41598-018-25440-6 Text en © The Author(s) 2018 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
Woźniak, Michał
Wołos, Agnieszka
Modrzyk, Urszula
Górski, Rafał L.
Winkowski, Jan
Bajczyk, Michał
Szymkuć, Sara
Grzybowski, Bartosz A.
Eder, Maciej
Linguistic measures of chemical diversity and the “keywords” of molecular collections
title Linguistic measures of chemical diversity and the “keywords” of molecular collections
title_full Linguistic measures of chemical diversity and the “keywords” of molecular collections
title_fullStr Linguistic measures of chemical diversity and the “keywords” of molecular collections
title_full_unstemmed Linguistic measures of chemical diversity and the “keywords” of molecular collections
title_short Linguistic measures of chemical diversity and the “keywords” of molecular collections
title_sort linguistic measures of chemical diversity and the “keywords” of molecular collections
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5953938/
https://www.ncbi.nlm.nih.gov/pubmed/29765058
http://dx.doi.org/10.1038/s41598-018-25440-6
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