Chunk #140 — Features and Pitfalls — Randomness and Stability

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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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The differences induced by random variations are, however, negligible – as long as the parameters of a random forest have been chosen such as to guarantee stable results: