UCL - Advenced linear models

[STAT2210]

[15h + 5h] 4 credits

This course is taught in the 1st semester.

Teacher(s): Catherine Legrand

Language: French

Level: Second

Aims
Main themes
Content and teaching methods

Aims

This is a second cycle course giving a critical overview of recent scientific developments in the field. It will deal with present extensions of linear and generalised linear models. The considered extensions will be of two types :
- a explicit modelling of dispersion as a function of available covariates.
- a amendment of (generalised) linear models to deal with clustered or longitudinal data.

Main themes

- Review of generalised linear models
- Dispersion models
- Linear mixed models.
- Generalised linear mixed models.
- Autoregressive models.
- Marginal models and generalised estimating equations.

Content and teaching methods

- Review of generalised linear models
- Dispersion models
- Linear mixed models.
- Generalised linear mixed models.
- Autoregressive models.
- Marginal models and generalised estimating equations.