 ##  [Random Forest](/random-forest) 

  ##  [Random Forest](https://natural.quantumdictionary.io/random-forest-0) 

  

 [![Natural & Formal Sciences Dictionary](/sites/default/files/styles/large/public/2026-01/Natural%20%26%20Formal%20Sciences.png.webp?itok=2kCDRVQv)](/topic-specific-dictionaries/natural-formal-sciences)



**Natural &amp; Formal Sciences Dictionary**

 







 

 

 

 



 

 

 

 

Definition

A supervised learning ensemble method that builds an aggregation of decision trees trained on independent bootstrap-style samples and randomized feature subsets at each split; predictions are formed by majority vote for classification or by averaging for regression.