Chunk #104 — 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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When the number of variables is high, as for example in gene expression studies, parametric regression models are not applicable and ensemble methods are often applied for prediction and the assessment of variable importance.