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Building on the SIR Model · LearnSpace
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Building on the SIR Model

Курс от Imperial College London
Средний≈ 20.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

The other two courses in this specialisation require you to perform deterministic modelling - in other words, the epidemic outcome is predictable as all parameters are fully known. However, this course delves into the many cases – especially in the early stages of an epidemic – where chance events can be influential in the future of an epidemic. So, you'll be introduced to some examples of such ‘stochasticity’, as well as simple approaches to modelling these epidemics using R. You will examine how to model infections for which such ‘population structure’ plays an important role in the transmission dynamics, and will learn some of the basic approaches to modelling vector-borne diseases, including the Ross-McDonald Model. Even if you are not designing and simulating mathematical models in future, it is important to be able to critically assess a model so as to appreciate its strengths and weaknesses, and identify how it could be improved. One way of gaining this skill is to conduct a critical peer review of a modelling study as a reviewer, which is an opportunity you'll get by taking this course.

Навыки, которые вы освоите

R ProgrammingPredictive ModelingSimulationsR (Software)Infectious DiseasesPublic Health and Disease PreventionEpidemiologyStatistical ModelingModel EvaluationPublic HealthMathematical Modeling

Программа курса

4 модулей · 50 учебных материалов

01Building on the SIR Model: Stochasticity21 материалов

Welcome to the Course

Welcome to the CourseВидеоWelcome to Infectious Disease ModellingЧтениеAbout the Infectious Disease Modelling TeamЧтениеGlossaryЧтение

Учитесь у экспертов

Nimalan Arinaminpathy

Dr

Building on the SIR Model
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Обучение на Coursera

≈ 20.1 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Русский, Тайский, Индонезийский, Шведский, Турецкий, Испанский, Хинди, Японский, Казахский, Польский

Часть программы вашего университета
Discuss your Interest or Experience in ModellingОбсуждение
An Insider's View of IDMВидео
Modelling Infectious Disease DynamicsЧтение
Completing Etivities in Jupyter NotebooksЛабораторная

R References

R Reference Guide for IDMЛабораторнаяSolving differential equations using ode() in RЛабораторная

Stochasticity and Determinism

Building on the SIR ModelЧтениеWhat connects measles and MERS-CoV?ОбсуждениеStochastic and Deterministic ModelsВидео The Story of MERS CoronavirusЧтение

Simulating Stochasticity

Simulating StochasticityВидеоStochastic simulations of a novel pathogenЛабораторнаяSolution: Stochastic simulations of a novel pathogenЛабораторнаяCalculating Incidence in a Deterministic ModelЧтениеOutbreaks and SurveillanceОбсуждение

Stochasticity with Pre-existing Immunity

The Resurgence of MeaslesЧтение

Populations with Pre-existing Immunity

Populations with Pre-Existing ImmunityВидео
02Building on the SIR model: Heterogeneity14 материалов

Age-specific Contact Rates

What Have Influenza and Syphilis Got in Common?ОбсуждениеAge-specific Mixing for InfluenzaВидео The story of Seasonal InfluenzaЧтениеModelling Age-Specific Contact RatesОбсуждениеInterpreting a Model with Age-Specific MixingОбсуждениеModelling Age-Specific MixingВидео

Age-structured Modelling

Age-structured model in RЛабораторнаяSolution: Age-structured model in RЛабораторнаяExtend your model to three age groupsЛабораторнаяSolution: Extend your model to three age groupsЛабораторная

Interventions in an Age-structured Population

Interventions in an age-structured populationЛабораторнаяSolution Interventions in an age-structured populationЛабораторнаяModelling Influenza Vaccination Policy in the UKЧтение

Discussion: Questions so far?

Questions so farОбсуждение
03Building on the SIR model: Vector-borne Diseases 13 материалов

Setting the Scene: Vector Borne Disease

The Story of DengueЧтениеDengue and OnchocerciasisОбсуждение

Modelling Vector-Borne Diseases

Ross MacDonald/Force of Infection - Part 1ВидеоRoss MacDonald/Force of Infection - Part 2ВидеоCoding a VBD ModelЛабораторнаяSolution: Coding a VBD ModelЛабораторная

Vectorial Capacity and Interventions

Vectorial Capacity - Part 1ВидеоVectorial Capacity - Part 2: Impact of InterventionsВидеоVectorial capacity and the impact of vector control interventionsОбсуждениеCoding vector control interventionsЛабораторнаяSolution: Coding vector control interventionsЛабораторнаяA Closer Look at Interventions Against VBDsВидео
04Assignment: Modelling Study Critique2 материалов

Paper Critique (Scientific Peer Review)

Practice Paper CritiqueОбсуждениеPaper CritiqueВзаимная проверка
Vector-borne Diseases: Interventions and R0Видео