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Linear Models

2 ECTS Kourou Year 2 Semester 3 Elective Tool

Content

This course introduces the fundamental properties of linear models, essential tools in ecological research. Students will learn to select appropriate models for specific questions, write model equations and assumptions, and fit models in R to interpret results. The course covers one-way and two-way ANOVA, simple and multiple regression, covariance analysis, and generalized linear models. While rooted in mathematical theory, it also includes practical exercises.

Learning outcomes

After completing the course, the student should be able to 1) identifying the correct model within the generalized liner model family to answer a biological question, 2) being aware of possible confounding effects, 3) understanding precisely the different classical tests proposed, and 4) comparing factors taking into account adjustment factors.

Teaching and learning methods

The course is entirely provided in the classroom (15h).

Type of assessment

  • Individual
  • Written exam
  • Course definitions and practical exercises will be provided to the students.

Institution(s)

  • Location: Kourou
  • ECTS granting: AgroParisTech
  • Organisation: AgroParisTech

Webpage(s)

Coordinator(s)

Camille Salmon

Dr Camille Salmon

  • Lecturer (PhD)
  • AgroParisTech, Kourou France