What is correlation between trees in Random Forest?

Updated May 17, 2026

Short answer

Low correlation between trees improves Random Forest performance.

Deep explanation

Random sampling of data and features ensures trees learn different patterns, reducing correlated errors.

Real-world example

Used in anomaly detection systems.

Common mistakes

  • Assuming identical trees improve performance.

Follow-up questions

  • How to reduce correlation?
  • What happens if trees are correlated?

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