rf-consistency-proven-only-simplified-models

IN premise — entries/2026/06/21/wiki-Random_forest-chunk-5.md

Created 2026-06-21T09:55:52+00:00

Consistency of random forests has been proven only for simplified models, not for the full Breiman algorithm in general settings.

Dependents

These beliefs depend on this one:

• OUT rf-generalization-theoretically-grounded — Random forest generalization is on firm theoretical ground — consistency proofs support the empirical reliability of variance reduction through tree averaging, and the ensemble principle's independent control of bias and variance provides a principled explanation for why adding trees never overfits.