A Note on the Minimax Solution for the Two-Stage Group Testing Problem
| dc.contributor.author | Malinovsky, Yaakov | |
| dc.contributor.author | Albert, Paul S. | |
| dc.date.accessioned | 2024-11-14T15:18:31Z | |
| dc.date.available | 2024-11-14T15:18:31Z | |
| dc.date.issued | 2015-03-24 | |
| dc.description.abstract | Group testing is an active area of current research and has important applications in medicine, biotechnology, genetics, and product testing. There have been recent advances in design and estimation, but the simple Dorfman procedure introduced by R. Dorfman in 1943 is widely used in practice. In many practical situations, the exact value of the probability p of being affected is unknown. We present both minimax and Bayesian solutions for the group size problem when p is unknown. For unbounded p, we show that the minimax solution for group size is 8, while using a Bayesian strategy with Jeffreys’ prior results in a group size of 13. We also present solutions when p is bounded from above. For the practitioner, we propose strong justification for using a group size of between 8 and 13 when a constraint on p is not incorporated and provide useable code for computing the minimax group size under a constrained p. | |
| dc.description.sponsorship | The work was partially supported by a 2013 UMBC Summer Faculty Fellowship grant and the Eunice Kennedy Shriver National Institute of Child Health and Human Development intramural program | |
| dc.description.uri | https://www.tandfonline.com/doi/abs/10.1080/00031305.2014.983545 | |
| dc.format.extent | 9 pages | |
| dc.genre | journal articles | |
| dc.identifier | doi:10.13016/m2skrp-ddhm | |
| dc.identifier.citation | Malinovsky, Yaakov, and Paul S. Albert. “A Note on the Minimax Solution for the Two-Stage Group Testing Problem.” The American Statistician 69, no. 1 (January 2, 2015): 45–52. https://doi.org/10.1080/00031305.2014.983545. | |
| dc.identifier.uri | https://doi.org/10.1080/00031305.2014.983545 | |
| dc.identifier.uri | http://hdl.handle.net/11603/36930 | |
| dc.language.iso | en_US | |
| dc.publisher | Taylor & Francis | |
| dc.relation.isAvailableAt | The University of Maryland, Baltimore County (UMBC) | |
| dc.relation.ispartof | UMBC Mathematics and Statistics Department | |
| dc.relation.ispartof | UMBC Faculty Collection | |
| dc.rights | This work was written as part of one of the author's official duties as an Employee of the United States Government and is therefore a work of the United States Government. In accordance with 17 U.S.C. 105, no copyright protection is available for such works under U.S. Law. | |
| dc.rights | Public Domain | |
| dc.rights.uri | https://creativecommons.org/publicdomain/mark/1.0/ | |
| dc.subject | Optimal design | |
| dc.subject | Loss function | |
| dc.subject | Optimization problem | |
| dc.title | A Note on the Minimax Solution for the Two-Stage Group Testing Problem | |
| dc.type | Text | |
| dcterms.creator | https://orcid.org/0000-0003-2888-674X |
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