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Do little interactions get lost in dark random forests?

Do little interactions get lost in dark random forests?

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_4815164

Do little interactions get lost in dark random forests?

About this item

Full title

Do little interactions get lost in dark random forests?

Publisher

England: BioMed Central Ltd

Journal title

BMC bioinformatics, 2016-03, Vol.17 (1), p.145, Article 145

Language

English

Formats

Publication information

Publisher

England: BioMed Central Ltd

More information

Scope and Contents

Contents

Random forests have often been claimed to uncover interaction effects. However, if and how interaction effects can be differentiated from marginal effects remains unclear. In extensive simulation studies, we investigate whether random forest variable importance measures capture or detect gene-gene interactions. With capturing interactions, we defin...

Alternative Titles

Full title

Do little interactions get lost in dark random forests?

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_4815164

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_4815164

Other Identifiers

ISSN

1471-2105

E-ISSN

1471-2105

DOI

10.1186/s12859-016-0995-8

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