In:How to do Linguistics with R: Data exploration and statistical analysis
Natalia Levshina
[Not in series 195] 2015
► pp. 139–170
Chapter 7More on frequencies and reaction times
Linear regression
Published online: 25 November 2015
https://doi.org/10.1075/z.195.c7
https://doi.org/10.1075/z.195.c7
Article outline
- 7.1The basic principles of linear regression analysis
- 7.2Putting several explanatory variables together: Predicting reaction times in a lexical decision task
- 7.2.1Data and hypotheses
- 7.2.2The lm() function and interpretation of its output
- 7.2.3Selecting the explanatory variables
- 7.2.4Checking for outliers and overly influential observations
- 7.2.5Checking the regression assumptions
- 7.2.6Testing and interpreting interactions
- 7.2.7Checking for overfitting
- 7.2.8Non-parametric regression: Bootstrap
- 7.3Summary
Notes
