Useful tutorials and visualizations

Linear model with normally distributed residuals:

Linear model with other residuals distribution:

Non-linear models:

  • by transforming your data: log, polynomial … tutorial

  • by using the nls() function: tutorial

  • (by building your own fitting and optimization functions and using a solver: tutorial)

General additive model:

Mixed effect models (using lm4):

Structural Equation Modeling:

Spatio-temporal analyses with R:

  • The Bible for Spatio-temporal modeling: book (pdf)

  • Dealing with temporal auto-correlation in R: tutorial

Bayesian statistics:

Machine learning

  • Amazing visualization to understand and use machin learning analyses website