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| Indexado |
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| DOI | 10.1073/PNAS.2316616121 | ||||
| Año | 2024 | ||||
| Tipo | artículo de investigación |
Citas Totales
Autores Afiliación Chile
Instituciones Chile
% Participación
Internacional
Autores
Afiliación Extranjera
Instituciones
Extranjeras
Motivated by the implementation of a SARS-Cov-2 sewer surveillance system in Chile during the COVID-19 pandemic, we propose a set of mathematical and algorithmic tools that aim to identify the location of an outbreak under uncertainty in the network structure. Given an upper bound on the number of samples we can take on any given day, our framework allows us to detect an unknown infected node by adaptively sampling different network nodes on different days. Crucially, despite the uncertainty of the network, the method allows univocal detection of the infected node, albeit at an extra cost in time. This framework relies on a specific and well-chosen strategy that defines new nodes to test sequentially, with a heuristic that balances the granularity of the information obtained from the samples. We extensively tested our model in real and synthetic networks, showing that the uncertainty of the underlying graph only incurs a limited increase in the number of iterations, indicating that the methodology is applicable in practice.
| Revista | ISSN |
|---|---|
| Proceedings Of The National Academy Of Sciences Of The United States Of America | 0027-8424 |
| Ord. | Autor | Género | Institución - País |
|---|---|---|---|
| 1 | Baboun, Jose | - |
Pontificia Universidad Católica de Chile - Chile
Facultad de Matemáticas - Chile |
| 2 | Beaudry, Isabelle | Mujer |
Mt Holyoke Coll - Estados Unidos
Mount Holyoke College - Estados Unidos |
| 3 | Castro, Luis M. | - |
Pontificia Universidad Católica de Chile - Chile
|
| 4 | Gutierrez, Felipe | - |
Pontificia Universidad Católica de Chile - Chile
|
| 5 | JARA-VALLEJOS, ALEJANDRO ANTONIO | Hombre |
Pontificia Universidad Católica de Chile - Chile
|
| 6 | Rubioa, Benjamin | - |
Pontificia Universidad Católica de Chile - Chile
Facultad de Matemáticas - Chile |
| 7 | VERSCHAE-TANNENBAUM, JOSE CLAUDIO | Hombre |
Pontificia Universidad Católica de Chile - Chile
Facultad de Matemáticas - Chile |
| Fuente |
|---|
| FONDECYT |
| Fondo Nacional de Desarrollo Científico y Tecnológico |
| Agencia Nacional de Investigacion y Desarrollo-Millennium Science Initiative Program |
| Agencia Nacional de In-vestigación y Desarrollo |
| Agencia Nacional de In-vestigación y Desarrollo-Millennium Science Initiative Program |
| Agradecimiento |
|---|
| The research was supported by Agencia Nacional de Investigacion y Desarrollo-Millennium Science Initiative Program - NCN17_059. J. Baboun, B. Rubio, and J. Verschae's research was also supported by Fondecyt 1221460 grant. Luis M. Castro's research was also was supported by Fondecyt 1220799 grant. A. Jara's research was also supported by Fondecyt 1220907 grant. |
| ACKNOWLEDGMENTS. The research was supported by Agencia Nacional de In-vestigaci\u00F3n y Desarrollo\u2014Millennium Science Initiative Program \u2013 NCN17_059. J. Baboun, B. Rubio, and J. Verschae\u2019s research was also supported by Fondecyt 1221460 grant. Luis M. Castro\u2019s research was also was supported by Fondecyt 1220799 grant. A. Jara\u2019s research was also supported by Fondecyt 1220907 grant. |
| ACKNOWLEDGMENTS. The research was supported by Agencia Nacional de In-vestigaci\u00F3n y Desarrollo\u2014Millennium Science Initiative Program \u2013 NCN17_059. J. Baboun, B. Rubio, and J. Verschae\u2019s research was also supported by Fondecyt 1221460 grant. Luis M. Castro\u2019s research was also was supported by Fondecyt 1220799 grant. A. Jara\u2019s research was also supported by Fondecyt 1220907 grant. |