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Stability selection for LASSO with weights based on AUC

Stability selection for LASSO with weights based on AUC

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_042ff7f83b7b476e9eba2fdb3b50721f

Stability selection for LASSO with weights based on AUC

About this item

Full title

Stability selection for LASSO with weights based on AUC

Publisher

London: Nature Publishing Group UK

Journal title

Scientific reports, 2023-03, Vol.13 (1), p.5207-5207, Article 5207

Language

English

Formats

Publication information

Publisher

London: Nature Publishing Group UK

More information

Scope and Contents

Contents

Stability selection is a variable selection algorithm based on resampling a dataset. Based on stability selection, we propose weighted stability selection to select variables by weighing them using the area under the receiver operating characteristic curve (AUC) from additional modelling. Through an extensive simulation study, we evaluated the perf...

Alternative Titles

Full title

Stability selection for LASSO with weights based on AUC

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_042ff7f83b7b476e9eba2fdb3b50721f

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_042ff7f83b7b476e9eba2fdb3b50721f

Other Identifiers

ISSN

2045-2322

E-ISSN

2045-2322

DOI

10.1038/s41598-023-32517-4

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