How does Random Forest relate to ensemble entropy landscapes?

Updated May 17, 2026

Short answer

Random Forest creates a smoothed entropy landscape over feature space via aggregation.

Deep explanation

Each tree defines a piecewise constant entropy surface. Aggregating many trees smooths these surfaces into a global entropy landscape representing uncertainty. This helps stabilize decision boundaries and reduces sharp transitions in class probabilities.

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