Releases: wpgp/bottom-up-tutorial
Releases · wpgp/bottom-up-tutorial
v1.1.0
v1.0.0
The bottom-up-tutorial repo provides a series of material about Bayesian statistics for population modelling and hands-on experience . It includes example code and other resources designed to expedite the learning curve.
The key concepts that are covered in the tutorial series include:
- Introduction to software for Bayesian statistical modelling: R and Stan,
- Simple linear regression in a Bayesian context,
- Random effects to account for settlement type (e.g. urban/rural) and other types of stratification in survey data,
- Quantifying and mapping uncertainties in population estimates and
- Diagnostics to evaluate model performance (e.g. cross-validation).
Suggested citation
Darin E, Leasure DR, Tatem AJ. 2021. Statistical population modelling for census support. WorldPop, University of Southampton