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- Publisher Website: 10.1080/03610918.2016.1205609
- Scopus: eid_2-s2.0-85017471479
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Article: FDR control under block dependence
Title | FDR control under block dependence |
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Authors | |
Keywords | Block dependence FDR control Multiple comparison Power Separate analysis |
Issue Date | 2017 |
Publisher | Taylor & Francis Inc. The Journal's web site is located at http://www.tandf.co.uk/journals/titles/03610918.asp |
Citation | Communications in Statistics: Simulation and Computation, 2017, v. 46, p. 6468-6474 How to Cite? |
Abstract | In practical settings such as microarray data analysis, multiple hypotheses with dependence within but not between equal-sized blocks often need to be tested. We consider an adaptive BH procedure (Benjamini & Hochberg, 19951. Benjamini, Y. & Hochberg, Y. (1995). Controlling the false discovery rate: a practical and powerful approach to multiple testing. Journal of the Royal Statistical Society. Series B 57, 289–300. View all references) to test the hypotheses. Under the condition of positive regression dependence on a subset of the true null hypotheses, the proposed adaptive procedure is shown to control the false discovery rate. The proposed approach is compared to the existing methods in simulation under block dependence and totally uniform pairwise dependence. It is observed that the proposed method performs better than the existing methods in several situations. |
Persistent Identifier | http://hdl.handle.net/10722/287970 |
ISSN | 2023 Impact Factor: 0.8 2023 SCImago Journal Rankings: 0.440 |
ISI Accession Number ID |
DC Field | Value | Language |
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dc.contributor.author | Zhao, H | - |
dc.contributor.author | Fung, WK | - |
dc.date.accessioned | 2020-10-05T12:05:56Z | - |
dc.date.available | 2020-10-05T12:05:56Z | - |
dc.date.issued | 2017 | - |
dc.identifier.citation | Communications in Statistics: Simulation and Computation, 2017, v. 46, p. 6468-6474 | - |
dc.identifier.issn | 0361-0918 | - |
dc.identifier.uri | http://hdl.handle.net/10722/287970 | - |
dc.description.abstract | In practical settings such as microarray data analysis, multiple hypotheses with dependence within but not between equal-sized blocks often need to be tested. We consider an adaptive BH procedure (Benjamini & Hochberg, 19951. Benjamini, Y. & Hochberg, Y. (1995). Controlling the false discovery rate: a practical and powerful approach to multiple testing. Journal of the Royal Statistical Society. Series B 57, 289–300. View all references) to test the hypotheses. Under the condition of positive regression dependence on a subset of the true null hypotheses, the proposed adaptive procedure is shown to control the false discovery rate. The proposed approach is compared to the existing methods in simulation under block dependence and totally uniform pairwise dependence. It is observed that the proposed method performs better than the existing methods in several situations. | - |
dc.language | eng | - |
dc.publisher | Taylor & Francis Inc. The Journal's web site is located at http://www.tandf.co.uk/journals/titles/03610918.asp | - |
dc.relation.ispartof | Communications in Statistics: Simulation and Computation | - |
dc.rights | AOM/Preprint Before Accepted: his article has been accepted for publication in [JOURNAL TITLE], published by Taylor & Francis. AOM/Preprint After Accepted: This is an [original manuscript / preprint] of an article published by Taylor & Francis in [JOURNAL TITLE] on [date of publication], available online: http://www.tandfonline.com/[Article DOI]. Accepted Manuscript (AM) i.e. Postprint This is an Accepted Manuscript of an article published by Taylor & Francis in [JOURNAL TITLE] on [date of publication], available online: http://www.tandfonline.com/[Article DOI]. | - |
dc.subject | Block dependence | - |
dc.subject | FDR control | - |
dc.subject | Multiple comparison | - |
dc.subject | Power | - |
dc.subject | Separate analysis | - |
dc.title | FDR control under block dependence | - |
dc.type | Article | - |
dc.identifier.email | Fung, WK: wingfung@hkucc.hku.hk | - |
dc.identifier.authority | Fung, WK=rp00696 | - |
dc.description.nature | link_to_subscribed_fulltext | - |
dc.identifier.doi | 10.1080/03610918.2016.1205609 | - |
dc.identifier.scopus | eid_2-s2.0-85017471479 | - |
dc.identifier.hkuros | 315017 | - |
dc.identifier.volume | 46 | - |
dc.identifier.spage | 6468 | - |
dc.identifier.epage | 6474 | - |
dc.identifier.eissn | 1532-4141 | - |
dc.identifier.isi | WOS:000415033700037 | - |
dc.publisher.place | United States | - |
dc.identifier.issnl | 0361-0918 | - |