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Chunk #108 — 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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A prediction from the random forest can be given either in terms of the predicted response class or the predicted class probabilities, as illustrated in Table 1 for some exemplary subjects, with a mismatch between the true and predicted class for subject 29.