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Chunk #106 — Further Application Examples — Random Forests

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An introduction to recursive partitioning: rationale, application, and characteristics of classification and regression trees, bagging, and random forests.
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In order to be able to illustrate t’the variable importances in a plot, in addition to the two simulated genes and the three covariates age, gender and brain pH-level, a subset of 100 genes was randomly selected from the 22,283 genes originally present by Ryan et al. (2006) for the example. Note, however, that the application to larger data sets is only a question of computation time.