Measles Metapopulation Modeling using Ideal Flow of Transportation Networks
In developing countries with limited access to medical resources, infectious diseases like measles can develop rapidly within and between communities. Combination of data coming from various sources that report historical disease incidences and transportation infrastructures are valuable sources of...
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Archīum Ateneo
2019
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ph-ateneo-arc.discs-faculty-pubs-11842020-07-08T05:49:38Z Measles Metapopulation Modeling using Ideal Flow of Transportation Networks Montalan, Jann Railey Estuar, Ma. Regina Justina E Teknomo, Kardi In developing countries with limited access to medical resources, infectious diseases like measles can develop rapidly within and between communities. Combination of data coming from various sources that report historical disease incidences and transportation infrastructures are valuable sources of knowledge that can assist in public health policies and initiatives surrounding disease surveillance. This study integrates population, disease incidence, and transportation network data into measles modeling. Results show that a hybrid metapopulation modeling approach using ideal flow distribution over mobility networks can yield more accurate models for measles progression. This demonstrates the feasibility of using big data in the monitoring of measles propagation. 2019-01-01T08:00:00Z text https://archium.ateneo.edu/discs-faculty-pubs/185 https://dl.acm.org/doi/abs/10.1145/3305160.3305210 Department of Information Systems & Computer Science Faculty Publications Archīum Ateneo Applied computing Life and medical sciences Health informatics Computing methodologies Modeling and simulation Simulation theory Network science Mathematics of computing Mathematical analysis Differential equations Ordinary differential equations Computer Sciences Health Information Technology |
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Applied computing Life and medical sciences Health informatics Computing methodologies Modeling and simulation Simulation theory Network science Mathematics of computing Mathematical analysis Differential equations Ordinary differential equations Computer Sciences Health Information Technology |
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Applied computing Life and medical sciences Health informatics Computing methodologies Modeling and simulation Simulation theory Network science Mathematics of computing Mathematical analysis Differential equations Ordinary differential equations Computer Sciences Health Information Technology Montalan, Jann Railey Estuar, Ma. Regina Justina E Teknomo, Kardi Measles Metapopulation Modeling using Ideal Flow of Transportation Networks |
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In developing countries with limited access to medical resources, infectious diseases like measles can develop rapidly within and between communities. Combination of data coming from various sources that report historical disease incidences and transportation infrastructures are valuable sources of knowledge that can assist in public health policies and initiatives surrounding disease surveillance. This study integrates population, disease incidence, and transportation network data into measles modeling. Results show that a hybrid metapopulation modeling approach using ideal flow distribution over mobility networks can yield more accurate models for measles progression. This demonstrates the feasibility of using big data in the monitoring of measles propagation. |
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text |
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Montalan, Jann Railey Estuar, Ma. Regina Justina E Teknomo, Kardi |
author_facet |
Montalan, Jann Railey Estuar, Ma. Regina Justina E Teknomo, Kardi |
author_sort |
Montalan, Jann Railey |
title |
Measles Metapopulation Modeling using Ideal Flow of Transportation Networks |
title_short |
Measles Metapopulation Modeling using Ideal Flow of Transportation Networks |
title_full |
Measles Metapopulation Modeling using Ideal Flow of Transportation Networks |
title_fullStr |
Measles Metapopulation Modeling using Ideal Flow of Transportation Networks |
title_full_unstemmed |
Measles Metapopulation Modeling using Ideal Flow of Transportation Networks |
title_sort |
measles metapopulation modeling using ideal flow of transportation networks |
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Archīum Ateneo |
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2019 |
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https://archium.ateneo.edu/discs-faculty-pubs/185 https://dl.acm.org/doi/abs/10.1145/3305160.3305210 |
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