Leveraging Data Science for Global Health
This open access book explores ways to leverage information technology and machine learning to combat disease and promote health, especially in resource-constrained settings. It focuses on digital disease surveillance through the application of machine learning to non-traditional data sources. Devel...
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| Övriga skapare: | , , , , , |
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| Materialtyp: | Elektronisk Bokavsnitt |
| Språk: | engelska |
| Publicerad: |
Springer Nature
2020
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| Ämnen: | |
| Länkar: | DOAB: download the publication DOAB: description of the publication |
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| 100 | 1 | |a Celi, Leo Anthony |4 edt | |
| 700 | 1 | |a Majumder, Maimuna S. |4 edt | |
| 700 | 1 | |a Ordóñez, Patricia |4 edt | |
| 700 | 1 | |a Osorio, Juan Sebastian |4 edt | |
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| 520 | |a This open access book explores ways to leverage information technology and machine learning to combat disease and promote health, especially in resource-constrained settings. It focuses on digital disease surveillance through the application of machine learning to non-traditional data sources. Developing countries are uniquely prone to large-scale emerging infectious disease outbreaks due to disruption of ecosystems, civil unrest, and poor healthcare infrastructure - and without comprehensive surveillance, delays in outbreak identification, resource deployment, and case management can be catastrophic. In combination with context-informed analytics, students will learn how non-traditional digital disease data sources - including news media, social media, Google Trends, and Google Street View - can fill critical knowledge gaps and help inform on-the-ground decision-making when formal surveillance systems are insufficient. | ||
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| 653 | |a Health economics | ||
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