Mathematical modeling is an increasingly widespread tool for understanding infectious disease transmission and informing public health decision making. This course provides an in depth overview of the practical uses of mathematical modeling for a range of diseases and scenarios. We cover the basic principles of infectious disease models, how models are adapted to be specific to the disease and question of interest, and important assumptions of different models. We will discuss how data informs models, how models can be used to interpret data, uncertainty in model results, and pros and cons of different modeling and analytic approaches. In each module we focus on a use case for models: evaluating potential control strategies, quantifying and comparing the transmission rate of infections, and for forecasting future disease burden.
Learners will get the most out of this course if they are familiar with the basics of infectious disease epidemiology and some university level mathematics background. Those who are interested in a more basic overview of model uses in public health decision-making without the requirement for any mathematics background are recommended to view our companion course, Infectious Disease Transmission Models for Decision Makers. Learners who have a stronger quantitative background and are interested in learning to construct models themselves are suggested to consider the Infectious Disease Modeling Specialization developed by Imperial College London.
Inclus
6 vidéos1 lecture1 devoir
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6 vidéos•Total 59 minutes
An Introduction to Infectious Disease Modeling in Practice•4 minutes
Infectious Disease Modeling in Practice•10 minutes
Models of Measles Transmission•19 minutes
Modeling Vaccination and Births•8 minutes
Herd Immunity•5 minutes
Putting These Models Into Practice•13 minutes
1 lecture•Total 10 minutes
Course Guide and Technical Support•10 minutes
1 devoir•Total 9 minutes
Module 1 Exam•9 minutes
Inferring Infectious Disease Transmission Rates from Outbreak Data
Module 2•2 heures à terminer
Détails du module
Inclus
3 vidéos4 devoirs
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3 vidéos•Total 66 minutes
Background•13 minutes
Introduction to Inferring Transmission Rates•26 minutes
Methods of Estimating Transmission Metrics•28 minutes
4 devoirs•Total 27 minutes
Module 2 Exam•15 minutes
Quiz: Background•2 minutes
Quiz: Introduction to Inferring Transmission Rates•5 minutes
Quiz: Methods of Estimating Transmission Metric•5 minutes
Prediction of Infectious Disease: Forecasting and Scenario Projection
Module 3•2 heures à terminer
Détails du module
Inclus
5 vidéos6 devoirs
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5 vidéos•Total 60 minutes
History and Overview of Prediction Modeling•9 minutes
Building a Prediction Model•21 minutes
Fitting and Calibration•6 minutes
Applying Prediction Models: COVID-19•15 minutes
The Power of Multiple Models for Prediction Modeling•9 minutes
6 devoirs•Total 31 minutes
Module 3 Exam•15 minutes
History and Overview of Prediction Modeling•3 minutes
Building a Prediction Model•5 minutes
Fitting and Calibration•3 minutes
Applying Prediction Models: COVID-19•3 minutes
The Power of Multiple Models for Prediction Modeling•2 minutes
Instructeurs
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Avis des étudiants
4.8
15 avis
5 stars
80 %
4 stars
20 %
3 stars
0 %
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1 star
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Affichage de 3 sur 15
J
JR
5·
Révisé le 18 sept. 2025
I learned relevant information about infectious disease modeling. The experts explained and outlined it well.
V
VD
5·
Révisé le 13 avr. 2025
Excellent and engaging course to build foundations in infectious disease modeling
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