{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,29]],"date-time":"2026-09-29T06:05:46Z","timestamp":1790661946165,"version":"4.1.0"},"reference-count":14,"publisher":"Oxford University Press (OUP)","issue":"4","license":[{"start":{"date-parts":[[2021,12,31]],"date-time":"2021-12-31T00:00:00Z","timestamp":1640908800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,11,29]]},"abstract":"<jats:title>Summary<\/jats:title><jats:p>We consider the knockoff-based multiple testing set-up of Barber &amp; Cand\u00e8s (2015). for variable selection in multiple regression. The method of Benjamini &amp; Hochberg (1995) and an adaptive version of it are adjusted to this set-up, transforming them to valid $p$-value-based, false discovery rate-controlling methods that do not rely on specifying the correlation structure of the explanatory variables. Simulations and real data applications show that the proposed methods are powerful competitors of the false discovery rate-controlling method of Barber &amp; Cand\u00e8s (2015).<\/jats:p>","DOI":"10.1093\/biomet\/asab066","type":"journal-article","created":{"date-parts":[[2021,12,28]],"date-time":"2021-12-28T20:18:41Z","timestamp":1640722721000},"page":"1149-1155","source":"Crossref","is-referenced-by-count":15,"title":["Adjusting the Benjamini\u2013Hochberg method for controlling the false discovery rate in knockoff-assisted variable selection"],"prefix":"10.1093","volume":"109","author":[{"given":"Sanat K","family":"Sarkar","sequence":"first","affiliation":[{"name":"Department of Statistical Science, Temple University , 1810 Liacouras Walk, Philadelphia, Pennsylvania 19122, U.S.A"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cheng Yong","family":"Tang","sequence":"additional","affiliation":[{"name":"Department of Statistical Science, Temple University , 1810 Liacouras Walk, Philadelphia, Pennsylvania 19122, U.S.A"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"286","published-online":{"date-parts":[[2021,12,31]]},"reference":[{"key":"2022112918000064500_B1","doi-asserted-by":"crossref","first-page":"2055","DOI":"10.1214\/15-AOS1337","article-title":"Controlling the false discovery rate via knockoffs","volume":"43","author":"Barber,","year":"2015","journal-title":"Ann. Statist."},{"key":"2022112918000064500_B2","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1111\/j.2517-6161.1995.tb02031.x","article-title":"Controlling the false discovery rate: A practical and powerful approach to multiple testing","volume":"57","author":"Benjamini,","year":"1995","journal-title":"J. R. Statist. Soc. B"},{"key":"2022112918000064500_B3","doi-asserted-by":"crossref","first-page":"1165","DOI":"10.1214\/aos\/1013699998","article-title":"The control of the false discovery rate in multiple testing under dependency","volume":"29","author":"Benjamini,","year":"2001","journal-title":"Ann. Statist."},{"key":"2022112918000064500_B4","first-page":"2837","article-title":"Adaptive false discovery rate control under independence and dependence","volume":"10","author":"Blanchard,","year":"2009","journal-title":"J. Mach. Learn. Res."},{"key":"2022112918000064500_B5","doi-asserted-by":"crossref","first-page":"1019","DOI":"10.1080\/01621459.2012.720478","article-title":"Estimating false discovery proportion under arbitrary covariance dependence","volume":"107","author":"Fan,","year":"2012","journal-title":"J. Am. Statist. Assoc."},{"key":"2022112918000064500_B6","article-title":"Conditional calibration for false discovery rate control under dependence","author":"Fithian,","year":"2020"},{"key":"2022112918000064500_B7","doi-asserted-by":"crossref","first-page":"960","DOI":"10.1214\/16-EJS1129","article-title":"Familywise error rate control via knockoffs","volume":"10","author":"Janson,","year":"2016","journal-title":"Electron. J. Statist."},{"key":"2022112918000064500_B8","volume-title":"Testing Statistical Hypotheses","author":"Lehmann,","year":"2005","edition":"3rd ed"},{"key":"2022112918000064500_B9","doi-asserted-by":"crossref","first-page":"456","DOI":"10.1086\/431601","article-title":"HIV-1 Protease and reverse-transcriptase mutations: Correlations with antiretroviral therapy in subtype B isolates and implications for drug-resistance surveillance","volume":"192","author":"Rhee,","year":"2005","journal-title":"J. Inf. Dis."},{"key":"2022112918000064500_B10","doi-asserted-by":"crossref","first-page":"17355","DOI":"10.1073\/pnas.0607274103","article-title":"Genotypic predictors of human immunodeficiency virus type 1 drug resistance","volume":"103","author":"Rhee,","year":"2006","journal-title":"Proc. Nat. Acad. Sci."},{"key":"2022112918000064500_B11","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1214\/aos\/1015362192","article-title":"Some results on false discovery rate in stepwise multiple testing procedures","volume":"30","author":"Sarkar,","year":"2002","journal-title":"Ann. Statist."},{"key":"2022112918000064500_B12","doi-asserted-by":"crossref","first-page":"2405","DOI":"10.1214\/009053607000000398","article-title":"Stepup procedures controlling generalized FWER and generalized FDR","volume":"35","author":"Sarkar,","year":"2007","journal-title":"Ann. Statist."},{"key":"2022112918000064500_B13","first-page":"135","article-title":"On methods controlling the false discovery rate","volume":"70","author":"Sarkar,","year":"2008","journal-title":"Sankhy\u00e3"},{"key":"2022112918000064500_B14","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1111\/j.1467-9868.2004.00439.x","article-title":"Strong control, conservative point estimation and simultaneous conservative consistency of false discovery rates: A unified approach","volume":"66","author":"Storey,","year":"2004","journal-title":"J. R. Statist. Soc. B"}],"container-title":["Biometrika"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/academic.oup.com\/biomet\/advance-article-pdf\/doi\/10.1093\/biomet\/asab066\/42869863\/asab066.pdf","content-type":"application\/pdf","content-version":"am","intended-application":"syndication"},{"URL":"https:\/\/academic.oup.com\/biomet\/article-pdf\/109\/4\/1149\/47415773\/asab066.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/academic.oup.com\/biomet\/article-pdf\/109\/4\/1149\/47415773\/asab066.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,15]],"date-time":"2024-09-15T08:41:17Z","timestamp":1726389677000},"score":1,"resource":{"primary":{"URL":"https:\/\/academic.oup.com\/biomet\/article\/109\/4\/1149\/6491231"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,31]]},"references-count":14,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2021,12,31]]},"published-print":{"date-parts":[[2022,11,29]]}},"URL":"https:\/\/doi.org\/10.1093\/biomet\/asab066","relation":{},"ISSN":["0006-3444","1464-3510"],"issn-type":[{"value":"0006-3444","type":"print"},{"value":"1464-3510","type":"electronic"}],"subject":[],"published-other":{"date-parts":[[2022,12,1]]},"published":{"date-parts":[[2021,12,31]]}}}