Using GAMs to model non-linear relationships!
The goal of this workshop will be to first examine what is a non-linear model, and how Generalized Additive Models (GAM) allow us to handle non-linear relationships.
We will also go over how to plot and interpret these non-linear relationships, how to include interaction terms, autocorrelated errors and expand on previous workshop by briefly examining a mixed modeling framework.
We will also briefly touch upon what GAM are doing behind the scenes.
Slides | Book | Script |
---|---|---|
English | English | English |
Français | Français | Français |
Archived written material is available on our wiki (EN, FR).
This workshop was originally developed by Eric Pedersen and Zofia Taranu, and originally revised in French by Cédric Frenette Dussault.
Since 2014, several QCBS members contributed to consistently and collaboratively develop and update this workshop, as part of the Learning and Development Award from the Québec Centre for Biodiversity Science. They were:
2022 - 2021 - 2020 | 2019 - 2018 - 2017 | 2016 - 2015 - 2014 |
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Daniel Schoenig | (more to come) | Eric Pedersen |
Laurie Maynard | Zofia Taranu | |
Marie-Hélène Brice | Cédric Frenette Dussault | |
Kevin Cazelles | Emmanuelle Chrétien | |
Pedro Henrique P. Braga | Vincent Fugère | |
Esteban Gongora | ||
Linley Sherin |
Note: The contributor table is under construction.