How does Random Forest handle concept drift in streaming data?

Standard Random Forest does not handle drift well; incremental variants are needed.

Concept drift occurs when data distribution changes over time. Traditional Random Forest is static, but online adaptations like adaptive random forests update trees or replace outdated ones.