数据丰富的世界中的数学流行病学
Mathematical epidemiology in a data-rich world.
作者信息
Arino Julien
机构信息
Department of Mathematics & Data Science NEXUS, University of Manitoba, Winnipeg, Manitoba, Canada.
出版信息
Infect Dis Model. 2020 Jan 7;5:161-188. doi: 10.1016/j.idm.2019.12.008. eCollection 2020.
Abstract
I discuss the acquisition and use of "background" data in mathematical epidemiology models, advocating a proactive approach to the incorporation of said data. I illustrate various mechanisms for acquiring data, mainly from open data sources. I also discuss incorporating this data into models.
摘要
我讨论了数学流行病学模型中“背景”数据的获取与使用，主张采取积极主动的方法纳入上述数据。我阐述了主要从开放数据源获取数据的各种机制。我还讨论了将这些数据纳入模型的问题。
相似文献
1
Mathematical epidemiology in a data-rich world.
Infect Dis Model. 2020 Jan 7;5:161-188. doi: 10.1016/j.idm.2019.12.008. eCollection 2020.
2
Incorporating immunological ideas in epidemiological models.
J Theor Biol. 1996 Jun 7;180(3):181-7. doi: 10.1006/jtbi.1996.0094.
3
Mathematical models of plant-soil interaction.
Philos Trans A Math Phys Eng Sci. 2008 Dec 28;366(1885):4597-611. doi: 10.1098/rsta.2008.0198.
4
Systems biology and the integration of mechanistic explanation and mathematical explanation.
Stud Hist Philos Biol Biomed Sci. 2013 Dec;44(4 Pt A):477-92. doi: 10.1016/j.shpsc.2013.06.002. Epub 2013 Jul 14.
5
Parasitic contamination cycles and mathematical epidemiology.
Vet Q. 1987 Oct;9(4):361-70. doi: 10.1080/01652176.1987.9694126.
6
Intelligent acquisition and learning of fluorescence microscope data models.
IEEE Trans Image Process. 2009 Sep;18(9):2071-84. doi: 10.1109/TIP.2009.2024580. Epub 2009 Jun 5.
7
Scaling for Dynamical Systems in Biology.
Bull Math Biol. 2017 Nov;79(11):2747-2772. doi: 10.1007/s11538-017-0339-5. Epub 2017 Sep 22.
8
Mathematical models of the transmission and control of sexually transmitted diseases.
Sex Transm Dis. 2000 Nov;27(10):636-43. doi: 10.1097/00007435-200011000-00012.
9
Modelling the effects of mass drug administration on the molecular epidemiology of schistosomes.
Adv Parasitol. 2015 Mar;87:293-327. doi: 10.1016/bs.apar.2014.12.006. Epub 2015 Feb 7.
10
epidemix-An interactive multi-model application for teaching and visualizing infectious disease transmission.
Epidemics. 2018 Jun;23:49-54. doi: 10.1016/j.epidem.2017.12.003. Epub 2017 Dec 11.
引用本文的文献
1
A Century of Mathematical Epidemiology: A Bibliometric Analysis and Visualization of Research Trends.
Cureus. 2024 Oct 7;16(10):e71001. doi: 10.7759/cureus.71001. eCollection 2024 Oct.
2
A hospital demand and capacity intervention approach for COVID-19.
PLoS One. 2023 May 3;18(5):e0283350. doi: 10.1371/journal.pone.0283350. eCollection 2023.
3
Model with transmission delays for COVID-19 control: Theory and empirical assessment.
J Public Econ Theory. 2021 Nov 23. doi: 10.1111/jpet.12554.
4
A simple model for COVID-19.
Infect Dis Model. 2020 Apr 28;5:309-315. doi: 10.1016/j.idm.2020.04.002. eCollection 2020.
本文引用的文献
1
Number of Source Patches Required for Population Persistence in a Source-Sink Metapopulation with Explicit Movement.
Bull Math Biol. 2019 Jun;81(6):1916-1942. doi: 10.1007/s11538-019-00593-1. Epub 2019 Mar 7.
2
Spatio-temporal spread of infectious pathogens of humans.
Infect Dis Model. 2017 May 17;2(2):218-228. doi: 10.1016/j.idm.2017.05.001. eCollection 2017 May.
3
Epidemiological implications of mobility between a large urban centre and smaller satellite cities.
J Math Biol. 2015 Nov;71(5):1243-65. doi: 10.1007/s00285-014-0854-z. Epub 2015 Jan 14.
4
West African Ebola epidemic after one year--slowing but not yet under control.
N Engl J Med. 2015 Feb 5;372(6):584-7. doi: 10.1056/NEJMc1414992. Epub 2014 Dec 24.
5
A final size relation for epidemic models.
Math Biosci Eng. 2007 Apr;4(2):159-75. doi: 10.3934/mbe.2007.4.159.
6
Simple models for containment of a pandemic.
J R Soc Interface. 2006 Jun 22;3(8):453-7. doi: 10.1098/rsif.2006.0112.
7
How should pathogen transmission be modelled?
Trends Ecol Evol. 2001 Jun 1;16(6):295-300. doi: 10.1016/s0169-5347(01)02144-9.
8
A computer network for the surveillance of communicable diseases: the French experiment.
Am J Public Health. 1986 Nov;76(11):1289-92. doi: 10.2105/ajph.76.11.1289.
Zotero 插件