Asymptotics Related to a Binary Search Scheme
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arXiv
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| Natura: | Preprint |
| Pubblicazione: |
2024
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| _version_ | 1866910616663359488 |
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| author | Papanicolaou, Vassilis G. |
| author_facet | Papanicolaou, Vassilis G. |
| contents | Specimens are collected from $N$ different sources. Each specimen has probability $p$ of being contaminated, independently of the other specimens. We assume group testing is applicable, namely one can take small portions from several specimens, mix them together, and test the mixture for contamination, so that if the test turns positive, then at least one of the samples in the mixture is contaminated.
In this paper we derive asymptotics, as $N$ gets large, of the expectation and the variance of the number $T(N)$ of tests required in order to find all contaminated specimens, under the binary search scheme we introduced in \cite{P} (see, also, arXiv:2007.11910). In \cite{P} the probability $p$ was fixed, whereas in the present work we consider the case where $p \sim a / N^{-β}$, $a, β> 0$ with emphasis on the case $β= 1$, which turns out to be the most interesting. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2409_14468 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Asymptotics Related to a Binary Search Scheme Papanicolaou, Vassilis G. Probability Statistics Theory 60C99, 62P10, 92C50 Specimens are collected from $N$ different sources. Each specimen has probability $p$ of being contaminated, independently of the other specimens. We assume group testing is applicable, namely one can take small portions from several specimens, mix them together, and test the mixture for contamination, so that if the test turns positive, then at least one of the samples in the mixture is contaminated. In this paper we derive asymptotics, as $N$ gets large, of the expectation and the variance of the number $T(N)$ of tests required in order to find all contaminated specimens, under the binary search scheme we introduced in \cite{P} (see, also, arXiv:2007.11910). In \cite{P} the probability $p$ was fixed, whereas in the present work we consider the case where $p \sim a / N^{-β}$, $a, β> 0$ with emphasis on the case $β= 1$, which turns out to be the most interesting. |
| title | Asymptotics Related to a Binary Search Scheme |
| topic | Probability Statistics Theory 60C99, 62P10, 92C50 |
| url | https://arxiv.org/abs/2409.14468 |