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mlr3proba: an R package for machine learning in survival analysis
SUMMARY: As machine learning has become increasingly popular over the last few decades, so too has the number of machine-learning interfaces for implementing these models. Whilst many R libraries exist for machine learning, very few offer extended support for survival analysis. This is problematic c...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8428574/ https://www.ncbi.nlm.nih.gov/pubmed/33523131 http://dx.doi.org/10.1093/bioinformatics/btab039 |
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author | Sonabend, Raphael Király, Franz J. Bender, Andreas Bischl, Bernd Lang, Michel |
author_facet | Sonabend, Raphael Király, Franz J. Bender, Andreas Bischl, Bernd Lang, Michel |
author_sort | Sonabend, Raphael |
collection | PubMed |
description | SUMMARY: As machine learning has become increasingly popular over the last few decades, so too has the number of machine-learning interfaces for implementing these models. Whilst many R libraries exist for machine learning, very few offer extended support for survival analysis. This is problematic considering its importance in fields like medicine, bioinformatics, economics, engineering and more. mlr3proba provides a comprehensive machine-learning interface for survival analysis and connects with mlr3’s general model tuning and benchmarking facilities to provide a systematic infrastructure for survival modelling and evaluation. AVAILABILITY AND IMPLEMENTATION: mlr3proba is available under an LGPL-3 licence on CRAN and at https://github.com/mlr-org/mlr3proba, with further documentation at https://mlr3book.mlr-org.com/survival.html. |
format | Online Article Text |
id | pubmed-8428574 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-84285742021-09-10 mlr3proba: an R package for machine learning in survival analysis Sonabend, Raphael Király, Franz J. Bender, Andreas Bischl, Bernd Lang, Michel Bioinformatics Applications Notes SUMMARY: As machine learning has become increasingly popular over the last few decades, so too has the number of machine-learning interfaces for implementing these models. Whilst many R libraries exist for machine learning, very few offer extended support for survival analysis. This is problematic considering its importance in fields like medicine, bioinformatics, economics, engineering and more. mlr3proba provides a comprehensive machine-learning interface for survival analysis and connects with mlr3’s general model tuning and benchmarking facilities to provide a systematic infrastructure for survival modelling and evaluation. AVAILABILITY AND IMPLEMENTATION: mlr3proba is available under an LGPL-3 licence on CRAN and at https://github.com/mlr-org/mlr3proba, with further documentation at https://mlr3book.mlr-org.com/survival.html. Oxford University Press 2021-02-01 /pmc/articles/PMC8428574/ /pubmed/33523131 http://dx.doi.org/10.1093/bioinformatics/btab039 Text en © The Author(s) 2021. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Applications Notes Sonabend, Raphael Király, Franz J. Bender, Andreas Bischl, Bernd Lang, Michel mlr3proba: an R package for machine learning in survival analysis |
title | mlr3proba: an R package for machine learning in survival analysis |
title_full | mlr3proba: an R package for machine learning in survival analysis |
title_fullStr | mlr3proba: an R package for machine learning in survival analysis |
title_full_unstemmed | mlr3proba: an R package for machine learning in survival analysis |
title_short | mlr3proba: an R package for machine learning in survival analysis |
title_sort | mlr3proba: an r package for machine learning in survival analysis |
topic | Applications Notes |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8428574/ https://www.ncbi.nlm.nih.gov/pubmed/33523131 http://dx.doi.org/10.1093/bioinformatics/btab039 |
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