paperKB
coga / coga-kb
Help
Sign in

Chunk #84 — The Methods — Variable Importance

Source
An introduction to recursive partitioning: rationale, application, and characteristics of classification and regression trees, bagging, and random forests.
Embedded
yes

Text

For example, in the original smoking data, those adolescents who drank alcohol in more occasions are more likely to intend to smoke. Randomly permuting the values of alcohol_per_month over all subjects, however, destroys this association. Accordingly, when the permuted variable, together with the remaining unpermuted predictor variables, is now used to predict the response, the prediction accuracy decreases substantially.