Chunk #95 — The Methods — Variable Importance

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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 conditional version of the random forest permutation importance, that resembles the properties of partial correlations rather than that of dominance analysis, is suggested by Strobl et al. (2008).